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AI Can Run Your Work Meetings Now | WIRED

<!DOCTYPE html><html lang="en-US"><head><title>AI Can Run Your Work Meetings Now | WIRED</title><meta charSet="utf-8"/><meta content="IE=edge" http-equiv="X-UA-Compatible"/><meta name="msapplication-tap-highlight" content="no"/><meta name="viewport" content="width=device-width, initial-scale=1"/><meta name="author" content="Arielle Pardes"/><meta name="copyright" content="Copyright (c) Condé Nast 2024"/><meta name="description" content="A new wave of startups is trying to optimize meetings, from automated scheduling tools to facial recognition that measures who’s paying attention."/><meta name="id" content="5fb6b3b2d5373e2a748625f7"/><meta name="keywords" content="artificial intelligence,startups,software,office,work"/><meta name="news_keywords" content="artificial intelligence,startups,software,office,work"/><meta name="robots" content="index, follow, noarchive, max-image-preview:large"/><meta name="content-type" content="article"/><meta name="parsely-post-id" 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{"channel":"business","content":{"copyCount":1760,"imageCount":1,"embedCount":3,"ratio":440,"midContentCadence":375},"contentType":"article","experiments":{},"keywords":{"copilotid":["5fb6b3b2d5373e2a748625f7"],"platform":["verso"],"tags":["artificial-intelligence","startups","software","office","work","business","application","ethics","face-recognition","human-computer-interaction","personal-assistant","personal-services","prediction","text-analysis","text-generation","end-user","big-company","small-company","startup","sector","it","source-data","speech","text","video","technology","machine-learning","machine-vision","natural-language-processing"]},"server":"production","slug":"ai-can-run-work-meetings-now-headroom-clockwise","subChannel":"startups","subSubChannel":"ethics","templateType":"mt_article_two_column"};</script><link rel="preconnect" href="https://ads-static.conde.digital"/><script id="ads-v6" src="https://ads-static.conde.digital/production/cns/builds/wired/v6.js" async=""></script><script type="application/ld+json">{"@context":"http://schema.org","@type":"NewsArticle","articleBody":"Green and I had been chatting on Headroom, a new video conferencing platform he and cofounder Andrew Rabinovich launched this fall. The glitch, they assured me, was not caused by their software, but by Green’s Wi-Fi connection. “I think the rest of my street is on homeschool,” he said, a problem that Headroom was not built to solve. It was built instead for other issues: the tedium of taking notes, the coworkers who drone on and on, and the difficulty in keeping everyone engaged. As we spoke, software tapped out a real-time transcription in a window next to our faces. It kept a running tally of how many words each person had said (Rabinovich dominated). Once our meeting was over, Headroom’s software would synthesize the concepts from the transcript; identify key topics, dates, ideas, and action items; and, finally, spit out a record that could be searched at a later time. It would even try to measure how much each participant was paying attention.\nMeetings have become the necessary evil of the modern workplace, spanning an elaborate taxonomy: daily stand-ups, sit-downs, all-hands, one-on-ones, brown-bags, status checks, brainstorms, debriefs, design reviews. But as time spent in these corporate conclaves goes up, work seems to suffer. Researchers have found that meetings correlate with a decline in workplace happiness, productivity, and even company market share. And in a year when so many office interactions have gone digital, the usual tedium of meeting culture is compounded by the fits and starts of teleconferencing.\nRecently, a new wave of startups has emerged to optimize those meetings with, what else, technology. Macro (“give your meeting superpowers”) makes a collaborative interface for Zoom. Mmhmm offers interactive backgrounds and slide-share tools for presenters. Fireflies, an AI transcription tool, integrates with popular video conferencing platforms to create a searchable record of each meeting. And Sidekick (“make your remote team feel close again”) sells a dedicated tablet for video calls.\nThe idea behind Headroom, which was conceived pre-pandemic, is to improve on both the in-person and virtual problems with meetings, using AI. (Rabinovich used to head AI at Magic Leap.) The use of video conferencing was already on the rise before 2020; this year it exploded, and Green and Rabinovich are betting that the format is here to stay as more companies grow accustomed to having remote employees. Over the last nine months, though, many people have learned firsthand that virtual meetings bring new challenges, like interpreting body language from other people on-screen or figuring out if anyone is actually listening.\n“One of the hard things in a videoconference is when someone is speaking and I want to tell them that I like it,” says Green. In person, he says, “you might head nod or make a small aha.” But on a video chat, the speaker might not see if they’re presenting slides, or if the meeting is crowded with too many squares, or if everyone who’s making verbal cues is on mute. “You can't tell if it's crickets or if people are loving it.”\nHeadroom aims to tackle the social distance of virtual meetings in a few ways. First, it uses computer vision to translate approving gestures into digital icons, amplifying each thumbs up or head nod with little emojis that the speaker can see. Those emojis also get added to the official transcript, which is automatically generated by software to spare someone the task of taking notes. Green and Rabinovich say this type of monitoring is made clear to all participants at the start of every meeting, and teams can opt out of features if they choose.\nMore uniquely, Headroom’s software uses emotion recognition to take the temperature of the room periodically, and to gauge how much attention participants are paying to whoever’s speaking. Those metrics are displayed in a window on-screen, designed mostly to give the speaker real-time feedback that can sometimes disappear in the virtual context. “If five minutes ago everyone was super into what I'm saying and now they're not, maybe I should think about shutting up,” says Green.\nEmotion recognition is still a nascent field of AI. “The goal is to basically try to map the facial expressions as captured by facial landmarks: the rise of the eyebrow, the shape of the mouth, the opening of the pupils,” says Rabinovich. Each of these facial movements can be represented as data, which in theory can then be translated into an emotion: happy, sad, bored, confused. In practice, the process is rarely so straightforward. Emotion recognition software has a history of mislabeling people of color; one program, used by airport security, overestimated how often Black men showed negative emotions, like “anger.” Affective computing also fails to take cultural cues into context, like whether someone is averting their eyes out of respect, shame, or shyness.\nFor Headroom’s purposes, Rabinovich argues that these inaccuracies aren’t as important. “We care less if you're happy or super happy, so long that we're able to tell if you're involved,” says Rabinovich. But Alice Xiang, the head of fairness, transparency, and accountability research at the Partnership on AI, says even basic facial recognition still has problems—like failing to detect when Asian individuals have their eyes open—because they are often trained on white faces. “If you have smaller eyes, or hooded eyes, it might be the case that the facial recognition concludes you are constantly looking down or closing your eyes when you’re not,” says Xiang. These sorts of disparities can have real-world consequences as facial recognition software gains more widespread use in the workplace. Headroom is not the first to bring such software into the office. HireVue, a recruiting technology firm, recently introduced an emotion recognition software that suggests a job candidate's \"employability,\" based on factors like facial movements and speaking voice.\nConstance Hadley, a researcher at Boston University's Questrom School of Business, says that gathering data on people’s behavior during meetings can reveal what is and isn’t working within that setup, which could be useful for employers and employees alike. But when people know their behavior is being monitored, it can change how they act in unintended ways. “If the monitoring is used to understand patterns as they exist, that’s great,” says Hadley. “But if it’s used to incentivize certain types of behavior, then it can end up triggering dysfunctional behavior.” In Hadley’s classes, when students know that 25 percent of the grade is participation, students raise their hands more often, but they don’t necessarily say more interesting things. When Green and Rabinovich demonstrated their software to me, I found myself raising my eyebrows, widening my eyes, and grinning maniacally to change my levels of perceived emotion.\nIn Hadley’s estimation, when meetings are conducted is just as important as how. Poorly scheduled meetings can rob workers of the time to do their own tasks, and a deluge of meetings can make people feel like they’re wasting time while drowning in work. Naturally, there are software solutions to this, too. Clockwise, an AI time management platform launched in 2019, uses an algorithm to optimize the timing of meetings. “Time has become a shared asset inside a company, not a personal asset,” says Matt Martin, the founder of Clockwise. “People are balancing all these different threads of communication, the velocity has gone up, the demands of collaboration are more intense. And yet, the core of all of that, there’s not a tool for anyone to express, ‘This is the time I need to actually get my work done. Do not distract me!’”\nClockwise syncs with someone’s Google calendar to analyze how they’re spending their time, and how they could do so more optimally. The software adds protective time blocks based on an individual’s stated preferences. It might reserve a chunk of “do not disturb” time for getting work done in the afternoons. (It also automatically blocks off time for lunch. “As silly as that sounds, it makes a big difference,” says Martin.) And by analyzing multiple calendars within the same workforce or team, the software can automatically move meetings like a “team sync” or a “weekly 1x1” into time slots that work for everyone. The software optimizes for creating more uninterrupted blocks of time, when workers can get into “deep work” without distraction.\nClockwise, which launched in 2019, just closed an $18 million funding round and says it’s gaining traction in Silicon Valley. So far, it has 200,000 users, most of whom work for companies like Uber, Netflix, and Twitter; about half of its users are engineers. Headroom is similarly courting clients in the tech industry, where Green and Rabinovich feel they best understand the problems with meetings. But it’s not hard to imagine similar software creeping beyond the Silicon Valley bubble. Green, who has school-age children, has been exasperated by parts of their remote learning experience. There are two dozen students in their classes, and the teacher can’t see all of them at once. “If the teacher is presenting slides, they actually can see none of them,” he says. “They don't even see if the kids have their hands up to ask a question.”\nIndeed, the pains of teleconferencing aren’t limited to offices. As more and more interaction is mediated by screens, more software tools will surely try to optimize the experience. Other problems, like laggy Wi-Fi, will be someone else’s to solve.\n\nMore Great WIRED Stories\n\n📩 Want the latest on tech, science, and more? Sign up for our newsletters!\nOne man’s search for the DNA data that could save his life\nWish List: Gift ideas for your social bubble and beyond\nThe “dead zone” could help this car take on Tesla\nThe vulnerable can wait. Vaccinate the super-spreaders first\n7 simple tech tips to keep your family safe this holiday\n🎮 WIRED Games: Get the latest tips, reviews, and more\n🏃🏽‍♀️ Want the best tools to get healthy? Check out our Gear team’s picks for the best fitness trackers, running gear (including shoes and socks), and best headphones","isBasedOn":"https://www.wired.com/story/ai-can-run-work-meetings-now-headroom-clockwise/","articleSection":"business","author":[{"@type":"Person","name":"Arielle Pardes","sameAs":"https://www.wired.com/author/arielle-pardes/"}],"dateModified":"2020-11-24T13:43:20.648-05:00","datePublished":"2020-11-24T13:43:20.648-05:00","headline":"AI Can Run Your Work Meetings Now","image":["https://media.wired.com/photos/5fb86ad41dc55b7ec707231d/16:9/w_1920,h_1080,c_limit/business-ai-workplace-optimization-edit-2.jpg","https://media.wired.com/photos/5fb86ad41dc55b7ec707231d/4:3/w_1440,h_1080,c_limit/business-ai-workplace-optimization-edit-2.jpg","https://media.wired.com/photos/5fb86ad41dc55b7ec707231d/1:1/w_1079,h_1079,c_limit/business-ai-workplace-optimization-edit-2.jpg"],"keywords":["business","startups","ai hub","ethics","face recognition","human-computer 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class="ContentHeaderRubricBlock-LmpbT hkFrAN"><div data-testid="BylinesWrapper" class="BylinesWrapper-KIudk jYjxgY bylines bylines--inlined-with-bg ContentHeaderBylines-cZqgyJ bHLeKI"><span class="BylineWrapper-jWHrLH dlzgzD byline bylines__byline" data-testid="BylineWrapper" itemProp="author" itemType="http://schema.org/Person"><span itemProp="name" class="BylineNamesWrapper-jbHncj fuDQVo"><span data-testid="BylineName" class="BylineName-kwmrLn bAqyQm byline__name"><a class="BaseWrap-sc-gjQpdd BaseText-ewhhUZ BaseLink-eNWuiM BylineLink-gEnFiw iUEiRd euNVPR jdMSdZ BDKtv byline__name-link button" href="/author/arielle-pardes/">Arielle Pardes</a></span></span></span></div><div data-testid="ContentHeaderRubricDateBlock" class="ContentHeaderRubricDateBlock-kAQcZP fTFWxD"><div class="RubricWrapper-dKmCNX korSvK rubric ContentHeaderRubricContainer-eTudtt edKnIL"><a class="RubricLink-gRWSOU fTtYjx rubric__link" href="/category/business"><span class="RubricName-fVtemz cLxcNi rubric__name">Business</span></a></div><time data-testid="ContentHeaderPublishDate" dateTime="2020-11-24T13:43:20-05:00" class="BaseWrap-sc-gjQpdd BaseText-ewhhUZ ContentHeaderTitleBlockPublishDate-hYmSqb iUEiRd iJViBS cXawal">Nov 24, 2020 1:43 PM</time></div></div><h1 data-testid="ContentHeaderHed" class="BaseWrap-sc-gjQpdd BaseText-ewhhUZ ContentHeaderHed-NCyCC iUEiRd cvHIvL kctZMs">AI Can Run Your Work Meetings Now</h1></div><div class="ContentHeaderAccreditation-lfctVB etVsnJ content-header__accreditation" data-testid="ContentHeaderAccreditation"><div class="ContentHeaderDek-bIqFFZ jTjywE">A new wave of startups is trying to optimize meetings, from automated scheduling tools to facial recognition that measures who’s paying attention.</div></div></div><div class="ContentHeaderLeadAsset-hGbumP cAlrhp lead-asset ContentHeaderLeadAssetWrapper-hfXHEc besjtV lead-asset--width-small" data-testid="ContentHeaderLeadAsset"><figure class="ContentHeaderLeadAssetContent-kOfYSG dRGWbI"><div 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hmckaZ fQmSzS iUZzze">The AI Database →</a></div><div class="ChannelCloudContainer-cftJsU lpoCeL"><div class="ChannelCloudSubChannelContainer-fYiCEj hlviLy"><p class="BaseWrap-sc-gjQpdd BaseText-ewhhUZ ChannelCloudSubChannelText-bLbKFp iUEiRd gvZGZK bdgOqw">Application</p><a href="https://www.wired.com/category/artificial-intelligence/?filter=channels/artificial-intelligence/application/ethics" class="BaseWrap-sc-gjQpdd BaseText-ewhhUZ BaseLink-eNWuiM ChannelCloudSubChannelLink-gQCRso iUEiRd euNVPR jSvUDd jftDXg"><p class="BaseWrap-sc-gjQpdd BaseText-ewhhUZ ChannelCloudSubChannelLinkText-gdDawd iUEiRd hRayOh cZSeVK">Ethics</p></a><a href="https://www.wired.com/category/artificial-intelligence/?filter=channels/artificial-intelligence/application/face-recognition" class="BaseWrap-sc-gjQpdd BaseText-ewhhUZ BaseLink-eNWuiM ChannelCloudSubChannelLink-gQCRso iUEiRd euNVPR jSvUDd jftDXg"><p class="BaseWrap-sc-gjQpdd BaseText-ewhhUZ ChannelCloudSubChannelLinkText-gdDawd iUEiRd hRayOh cZSeVK">Face recognition</p></a><a href="https://www.wired.com/category/artificial-intelligence/?filter=channels/artificial-intelligence/application/human-computer-interaction" class="BaseWrap-sc-gjQpdd BaseText-ewhhUZ BaseLink-eNWuiM ChannelCloudSubChannelLink-gQCRso iUEiRd euNVPR jSvUDd jftDXg"><p class="BaseWrap-sc-gjQpdd BaseText-ewhhUZ ChannelCloudSubChannelLinkText-gdDawd iUEiRd hRayOh cZSeVK">Human-computer interaction</p></a><a href="https://www.wired.com/category/artificial-intelligence/?filter=channels/artificial-intelligence/application/personal-assistant" class="BaseWrap-sc-gjQpdd BaseText-ewhhUZ BaseLink-eNWuiM ChannelCloudSubChannelLink-gQCRso iUEiRd euNVPR jSvUDd jftDXg"><p class="BaseWrap-sc-gjQpdd BaseText-ewhhUZ ChannelCloudSubChannelLinkText-gdDawd iUEiRd hRayOh cZSeVK">Personal assistant</p></a><a href="https://www.wired.com/category/artificial-intelligence/?filter=channels/artificial-intelligence/application/personal-services" class="BaseWrap-sc-gjQpdd 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href="https://www.wired.com/category/artificial-intelligence/?filter=channels/artificial-intelligence/end-user/small-company" class="BaseWrap-sc-gjQpdd BaseText-ewhhUZ BaseLink-eNWuiM ChannelCloudSubChannelLink-gQCRso iUEiRd euNVPR jSvUDd jftDXg"><p class="BaseWrap-sc-gjQpdd BaseText-ewhhUZ ChannelCloudSubChannelLinkText-gdDawd iUEiRd hRayOh cZSeVK">Small company</p></a><a href="https://www.wired.com/category/artificial-intelligence/?filter=channels/artificial-intelligence/end-user/startup" class="BaseWrap-sc-gjQpdd BaseText-ewhhUZ BaseLink-eNWuiM ChannelCloudSubChannelLink-gQCRso iUEiRd euNVPR jSvUDd jftDXg"><p class="BaseWrap-sc-gjQpdd BaseText-ewhhUZ ChannelCloudSubChannelLinkText-gdDawd iUEiRd hRayOh cZSeVK">Startup</p></a></div><div class="ChannelCloudSubChannelContainer-fYiCEj hlviLy"><p class="BaseWrap-sc-gjQpdd BaseText-ewhhUZ ChannelCloudSubChannelText-bLbKFp iUEiRd gvZGZK bdgOqw">Sector</p><a 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href="https://www.wired.com/category/artificial-intelligence/?filter=channels/artificial-intelligence/source-data/text" class="BaseWrap-sc-gjQpdd BaseText-ewhhUZ BaseLink-eNWuiM ChannelCloudSubChannelLink-gQCRso iUEiRd euNVPR jSvUDd jftDXg"><p class="BaseWrap-sc-gjQpdd BaseText-ewhhUZ ChannelCloudSubChannelLinkText-gdDawd iUEiRd hRayOh cZSeVK">Text</p></a><a href="https://www.wired.com/category/artificial-intelligence/?filter=channels/artificial-intelligence/source-data/video" class="BaseWrap-sc-gjQpdd BaseText-ewhhUZ BaseLink-eNWuiM ChannelCloudSubChannelLink-gQCRso iUEiRd euNVPR jSvUDd jftDXg"><p class="BaseWrap-sc-gjQpdd BaseText-ewhhUZ ChannelCloudSubChannelLinkText-gdDawd iUEiRd hRayOh cZSeVK">Video</p></a></div><div class="ChannelCloudSubChannelContainer-fYiCEj hlviLy"><p class="BaseWrap-sc-gjQpdd BaseText-ewhhUZ ChannelCloudSubChannelText-bLbKFp iUEiRd gvZGZK bdgOqw">Technology</p><a href="https://www.wired.com/category/artificial-intelligence/?filter=channels/artificial-intelligence/technology/machine-learning" class="BaseWrap-sc-gjQpdd BaseText-ewhhUZ BaseLink-eNWuiM ChannelCloudSubChannelLink-gQCRso iUEiRd euNVPR jSvUDd jftDXg"><p class="BaseWrap-sc-gjQpdd BaseText-ewhhUZ ChannelCloudSubChannelLinkText-gdDawd iUEiRd hRayOh cZSeVK">Machine learning</p></a><a href="https://www.wired.com/category/artificial-intelligence/?filter=channels/artificial-intelligence/technology/machine-vision" class="BaseWrap-sc-gjQpdd BaseText-ewhhUZ BaseLink-eNWuiM ChannelCloudSubChannelLink-gQCRso iUEiRd euNVPR jSvUDd jftDXg"><p class="BaseWrap-sc-gjQpdd BaseText-ewhhUZ ChannelCloudSubChannelLinkText-gdDawd iUEiRd hRayOh cZSeVK">Machine vision</p></a><a href="https://www.wired.com/category/artificial-intelligence/?filter=channels/artificial-intelligence/technology/natural-language-processing" class="BaseWrap-sc-gjQpdd BaseText-ewhhUZ BaseLink-eNWuiM ChannelCloudSubChannelLink-gQCRso iUEiRd euNVPR jSvUDd jftDXg"><p class="BaseWrap-sc-gjQpdd BaseText-ewhhUZ ChannelCloudSubChannelLinkText-gdDawd iUEiRd hRayOh cZSeVK">Natural language processing</p></a></div></div></div></div></div></div><div class="ArticlePageChunksContent-etcMtP bwyLBj"><div data-testid="ArticlePageChunks" class="ArticlePageChunks-fLyCVG eOdfIs"><div class="GridWrapper-cAzTTK sjrqk grid grid-margins grid-items-2 ArticlePageChunksGrid-hfxaau eSqXkM grid-layout--adrail narrow wide-adrail"><div class="GridItem-buujkM stRKV grid--item grid-layout__content"><div class="BodyWrapper-kufPGa jVPeUt body body__container article__body" data-journey-hook="client-content" data-testid="BodyWrapper"><div class="body__inner-container"><p><span class="lead-in-text-callout">Julian Green was</span> explaining the big problem with meetings when our meeting started to glitch. The pixels of his face rearranged themselves. A sentence came out as hiccups. Then he sputtered, froze, and ghosted.</p><p class="paywall">Green and I had been chatting on <a data-offer-url="https://www.goheadroom.com/" class="external-link" data-event-click="{&quot;element&quot;:&quot;ExternalLink&quot;,&quot;outgoingURL&quot;:&quot;https://www.goheadroom.com/&quot;}" href="https://www.goheadroom.com/" rel="nofollow noopener" target="_blank">Headroom</a>, a new <a href="https://www.wired.com/story/how-to-make-video-calls-look-and-sound-better/">video conferencing</a> platform he and cofounder Andrew Rabinovich launched this fall. The glitch, they assured me, was not caused by their software, but by Green’s Wi-Fi connection. “I think the rest of my street is on homeschool,” he said, a problem that Headroom was not built to solve. It was built instead for other issues: the tedium of taking notes, the coworkers who drone on and on, and the difficulty in keeping everyone engaged. As we spoke, software tapped out a real-time transcription in a window next to our faces. It kept a running tally of how many words each person had said (Rabinovich dominated). Once our meeting was over, Headroom’s software would synthesize the concepts from the transcript; identify key topics, dates, ideas, and action items; and, finally, spit out a record that could be searched at a later time. It would even try to measure how much each participant was paying attention.</p><div></div><div></div><p class="paywall">Meetings have become the necessary evil of the modern workplace, spanning an elaborate taxonomy: daily stand-ups, sit-downs, all-hands, one-on-ones, brown-bags, status checks, brainstorms, debriefs, design reviews. But as time spent in these corporate conclaves goes up, work seems to suffer. <a data-offer-url="https://hbr.org/2017/07/stop-the-meeting-madness" class="external-link" data-event-click="{&quot;element&quot;:&quot;ExternalLink&quot;,&quot;outgoingURL&quot;:&quot;https://hbr.org/2017/07/stop-the-meeting-madness&quot;}" href="https://hbr.org/2017/07/stop-the-meeting-madness" rel="nofollow noopener" target="_blank">Researchers</a> have found that meetings correlate with a decline in workplace happiness, productivity, and even company market share. And in a year when so many office interactions have <a href="https://www.wired.com/story/silicon-valley-rethinks-home-office-twitter-slack/">gone digital</a>, the usual tedium of meeting culture is compounded by the fits and starts of teleconferencing.</p><div class="Container-hnJNtl gxMaIG"></div><p class="paywall">Recently, a new wave of startups has emerged to optimize those meetings with, what else, technology. <a data-offer-url="https://www.macro.io/" class="external-link" data-event-click="{&quot;element&quot;:&quot;ExternalLink&quot;,&quot;outgoingURL&quot;:&quot;https://www.macro.io/&quot;}" href="https://www.macro.io/" rel="nofollow noopener" target="_blank">Macro</a> (“give your meeting superpowers”) makes a collaborative interface for Zoom. <a data-offer-url="https://www.mmhmm.app/" class="external-link" data-event-click="{&quot;element&quot;:&quot;ExternalLink&quot;,&quot;outgoingURL&quot;:&quot;https://www.mmhmm.app/&quot;}" href="https://www.mmhmm.app/" rel="nofollow noopener" target="_blank">Mmhmm</a> offers interactive backgrounds and slide-share tools for presenters. <a data-offer-url="https://fireflies.ai/" class="external-link" data-event-click="{&quot;element&quot;:&quot;ExternalLink&quot;,&quot;outgoingURL&quot;:&quot;https://fireflies.ai/&quot;}" href="https://fireflies.ai/" rel="nofollow noopener" target="_blank">Fireflies</a>, an AI transcription tool, integrates with popular video conferencing platforms to create a searchable record of each meeting. And <a data-offer-url="https://sidekick.video/#" class="external-link" data-event-click="{&quot;element&quot;:&quot;ExternalLink&quot;,&quot;outgoingURL&quot;:&quot;https://sidekick.video/#&quot;}" href="https://sidekick.video/#" rel="nofollow noopener" target="_blank">Sidekick</a> (“make your remote team feel close again”) sells a dedicated tablet for video calls.</p><p class="paywall">The idea behind Headroom, which was conceived pre-pandemic, is to improve on both the in-person and virtual problems with meetings, using AI. (Rabinovich used to head AI at Magic Leap.) The use of video conferencing was already on the rise before 2020; this year it exploded, and Green and Rabinovich are betting that the format is here to stay as more companies <a href="https://www.wired.com/story/hybrid-workforce-tech-companies-future/">grow accustomed</a> to having remote employees. Over the last nine months, though, many people have learned firsthand that virtual meetings bring new challenges, like interpreting body language from other people on-screen or figuring out if anyone is actually listening.</p><div><div class="ConsumerMarketingUnitThemedWrapper-iUTMTf jssHut consumer-marketing-unit consumer-marketing-unit--article-mid-content" role="presentation" aria-hidden="true"><div class="consumer-marketing-unit__slot consumer-marketing-unit__slot--article-mid-content consumer-marketing-unit__slot--in-content"></div><div class="journey-unit"></div></div></div><p class="paywall">“One of the hard things in a videoconference is when someone is speaking and I want to tell them that I like it,” says Green. In person, he says, “you might head nod or make a small <em>aha</em>.” But on a video chat, the speaker might not see if they’re presenting slides, or if the meeting is crowded with too many squares, or if everyone who’s making verbal cues is on mute. “You can&#x27;t tell if it&#x27;s crickets or if people are loving it.”</p></div></div></div><div class="GridItem-buujkM fVLMby grid--item grid-layout__aside"><div class="StickyBoxWrapper-jfYBuk fifekH sticky-box"><div class="StickyBoxPrimary-dzWDWL cdhYoN sticky-box__primary"><div class="AdWrapper-dQtivb fZrssQ ad ad--rail"><div class="ad__slot ad__slot--rail" data-node-id="o90owg"></div></div><div class="ConsumerMarketingUnitThemedWrapper-iUTMTf jssHut consumer-marketing-unit consumer-marketing-unit--display-rail" role="presentation" aria-hidden="true"><div class="consumer-marketing-unit__slot consumer-marketing-unit__slot--display-rail"></div><div class="journey-unit"></div></div><div data-attr-viewport-monitor="" class="RecircMostPopularWrapper-bRuGTi nZGkR recirc-most-popular-wrapper viewport-monitor-anchor"><div class="RecircMostPopularContiner-jiViNn ktrplG recirc-most-popular-sparrow-tracking" data-most-popular-id="mod-most-popular-78471"><div class="RecircMostPopularHeading-iVzhzt gSVwof">Most Popular</div><ul class="RecircMostPopularItems-dCAajf bmLWUm"><li><div class="SummaryItemWrapper-iwvBff byWGsE summary-item summary-item--has-border summary-item--REVIEW summary-item--no-icon summary-item--text-align-left summary-item--layout-placement-side-by-side summary-item--layout-position-image-left summary-item--layout-proportions-33-66 summary-item--side-by-side-align-center summary-item--side-by-side-image-right-mobile-false summary-item--standard RecircMostPopularSummaryItem-jQxxiw gkxuUB" data-item="{&quot;dangerousHed&quot;:&quot;The Modular HMD Fusion Is a Sensible (and Boring) $300 Phone&quot;,&quot;contentType&quot;:&quot;venue&quot;,&quot;hotelLink&quot;:&quot;https://www.wired.com/review/hmd-fusion/#intcid=_wired-right-rail_94d4573e-dbb3-48af-b80f-e4fdee839203_popular4-1-reranked-by-vidi&quot;,&quot;layout&quot;:&quot;GridFourColumns&quot;}" role="button" tabindex="0"><div class="SummaryItemAssetContainer-gwhFFH ogpYq summary-item__asset-container"><a class="SummaryItemImageLink-dshqxb cPpCwE summary-item__image-link summary-item-tracking__image-link" href="https://www.wired.com/review/hmd-fusion/#intcid=_wired-right-rail_94d4573e-dbb3-48af-b80f-e4fdee839203_popular4-1-reranked-by-vidi" aria-hidden="true" tabindex="-1" data-component-type="recirc-river" data-recirc-id="item-image-1" data-recirc-pattern="summary-item" target="_self"><span class="SpanWrapper-umhxW kGxnNB responsive-asset SummaryItemResponsiveAsset-hjGIGg gJaBeu summary-item__image"><div data-testid="aspect-ratio-container" class="AspectRatioContainer-bJHpJz hlQxkn"><div class="aspect-ratio--overlay-container"><picture class="ResponsiveImagePicture-cWuUZO dUOtEa SummaryItemResponsiveAsset-hjGIGg gJaBeu summary-item__image responsive-image"><noscript><source media="(max-width: 767px)" srcSet="https://media.wired.com/photos/673906cb17a06fffd9899054/1:1/w_120,h_350,c_limit/undefined 120w, https://media.wired.com/photos/673906cb17a06fffd9899054/1:1/w_240,h_350,c_limit/undefined 240w, https://media.wired.com/photos/673906cb17a06fffd9899054/1:1/w_320,h_350,c_limit/undefined 320w" sizes="100vw"/><source media="(min-width: 768px)" srcSet="https://media.wired.com/photos/673906cb17a06fffd9899054/1:1/w_120,h_350,c_limit/undefined 120w, https://media.wired.com/photos/673906cb17a06fffd9899054/1:1/w_240,h_350,c_limit/undefined 240w, https://media.wired.com/photos/673906cb17a06fffd9899054/1:1/w_320,h_350,c_limit/undefined 320w" sizes="100vw"/><img alt="The Modular HMD Fusion Is a Sensible (and Boring) $300 Phone" class="ResponsiveImageContainer-eybHBd fptoWY responsive-image__image" src="https://media.wired.com/photos/673906cb17a06fffd9899054/1:1/w_350%2Ch_350%2Cc_limit/undefined"/></noscript></picture></div></div></span></a></div><div class="SummaryItemContent-eiDYMl ePPNpk summary-item__content"><div class="SummaryItemRubricWrapper-jjNbqu bsjkmD"><div class="RubricWrapper-dKmCNX korSvK rubric SummaryItemRubric-dguGKN lapGFj summary-item__rubric"><span class="RubricName-fVtemz cLxcNi rubric__name">Gear</span></div></div><a class="SummaryItemHedLink-civMjp kFnjUG summary-item-tracking__hed-link summary-item__hed-link right_rail-1" data-component-type="recirc-river" data-recirc-id="item-hed-1" data-recirc-pattern="summary-item" href="https://www.wired.com/review/hmd-fusion/#intcid=_wired-right-rail_94d4573e-dbb3-48af-b80f-e4fdee839203_popular4-1-reranked-by-vidi" target="_self"><div data-testid="ClampWrapper" class="ClampWrapper-kZxfkB hTTNGO clamp SummaryItemHedBase-hiFYpQ kgaBCS summary-item__hed"><div class="ClampContent-hilPkr edMVKv"><div class="SummaryItemHedTag-TWblf gxaOcP" data-testid="SummaryItemHed">The Modular HMD Fusion Is a Sensible (and Boring) $300 Phone</div></div></div></a><div class="SummaryItemBylineWrapper-boCfbi hYsZi summary-item__byline-date-icon"><div class="SummaryItemBaseByline-fFbXkY gHgYpX summary-item__byline"><div class="summary-item__byline__content"><div data-testid="BylinesWrapper" class="BylinesWrapper-KIudk cdSbAY bylines"><span class="BylineWrapper-jWHrLH eedAre byline bylines__byline" data-testid="BylineWrapper" itemProp="author" itemType="http://schema.org/Person"><span itemProp="name" class="BylineNamesWrapper-jbHncj fuDQVo"><span data-testid="BylineName" class="BylineName-kwmrLn cYaBcc byline__name"><span class="BaseWrap-sc-gjQpdd BaseText-ewhhUZ BylinePreamble-iJolpQ iUEiRd bsrfLw gnILss byline__preamble">By </span>Julian Chokkattu</span></span></span></div></div></div></div></div></div></li><li><div class="SummaryItemWrapper-iwvBff byWGsE summary-item summary-item--has-border summary-item--REVIEW summary-item--no-icon summary-item--text-align-left summary-item--layout-placement-side-by-side summary-item--layout-position-image-left summary-item--layout-proportions-33-66 summary-item--side-by-side-align-center summary-item--side-by-side-image-right-mobile-false summary-item--standard RecircMostPopularSummaryItem-jQxxiw gkxuUB" data-item="{&quot;dangerousHed&quot;:&quot;The Upgrades in Apple&amp;#39;s New iMac Are Small but Worthwhile&quot;,&quot;contentType&quot;:&quot;venue&quot;,&quot;hotelLink&quot;:&quot;https://www.wired.com/review/apple-imac-m4-2024/#intcid=_wired-right-rail_94d4573e-dbb3-48af-b80f-e4fdee839203_popular4-1-reranked-by-vidi&quot;,&quot;layout&quot;:&quot;GridFourColumns&quot;}" role="button" tabindex="0"><div class="SummaryItemAssetContainer-gwhFFH ogpYq summary-item__asset-container"><a class="SummaryItemImageLink-dshqxb cPpCwE summary-item__image-link summary-item-tracking__image-link" href="https://www.wired.com/review/apple-imac-m4-2024/#intcid=_wired-right-rail_94d4573e-dbb3-48af-b80f-e4fdee839203_popular4-1-reranked-by-vidi" aria-hidden="true" tabindex="-1" data-component-type="recirc-river" data-recirc-id="item-image-2" data-recirc-pattern="summary-item" target="_self"><span class="SpanWrapper-umhxW kGxnNB responsive-asset SummaryItemResponsiveAsset-hjGIGg gJaBeu summary-item__image"><div data-testid="aspect-ratio-container" class="AspectRatioContainer-bJHpJz hlQxkn"><div class="aspect-ratio--overlay-container"><picture class="ResponsiveImagePicture-cWuUZO dUOtEa SummaryItemResponsiveAsset-hjGIGg gJaBeu summary-item__image responsive-image"><noscript><source media="(max-width: 767px)" srcSet="https://media.wired.com/photos/672cdfcb7bb809b0dc5c86ca/1:1/w_120,h_350,c_limit/undefined 120w, https://media.wired.com/photos/672cdfcb7bb809b0dc5c86ca/1:1/w_240,h_350,c_limit/undefined 240w, 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class="RubricName-fVtemz cLxcNi rubric__name">Gear</span></div></div><a class="SummaryItemHedLink-civMjp kFnjUG summary-item-tracking__hed-link summary-item__hed-link right_rail-2" data-component-type="recirc-river" data-recirc-id="item-hed-2" data-recirc-pattern="summary-item" href="https://www.wired.com/review/apple-imac-m4-2024/#intcid=_wired-right-rail_94d4573e-dbb3-48af-b80f-e4fdee839203_popular4-1-reranked-by-vidi" target="_self"><div data-testid="ClampWrapper" class="ClampWrapper-kZxfkB hTTNGO clamp SummaryItemHedBase-hiFYpQ kgaBCS summary-item__hed"><div class="ClampContent-hilPkr edMVKv"><div class="SummaryItemHedTag-TWblf gxaOcP" data-testid="SummaryItemHed">The Upgrades in Apple&#39;s New iMac Are Small but Worthwhile</div></div></div></a><div class="SummaryItemBylineWrapper-boCfbi hYsZi summary-item__byline-date-icon"><div class="SummaryItemBaseByline-fFbXkY gHgYpX summary-item__byline"><div class="summary-item__byline__content"><div data-testid="BylinesWrapper" class="BylinesWrapper-KIudk cdSbAY bylines"><span class="BylineWrapper-jWHrLH eedAre byline bylines__byline" data-testid="BylineWrapper" itemProp="author" itemType="http://schema.org/Person"><span itemProp="name" class="BylineNamesWrapper-jbHncj fuDQVo"><span data-testid="BylineName" class="BylineName-kwmrLn cYaBcc byline__name"><span class="BaseWrap-sc-gjQpdd BaseText-ewhhUZ BylinePreamble-iJolpQ iUEiRd bsrfLw gnILss byline__preamble">By </span>Christopher Null</span></span></span></div></div></div></div></div></div></li><li><div class="SummaryItemWrapper-iwvBff byWGsE summary-item summary-item--has-border summary-item--REVIEW summary-item--no-icon summary-item--text-align-left summary-item--layout-placement-side-by-side summary-item--layout-position-image-left summary-item--layout-proportions-33-66 summary-item--side-by-side-align-center summary-item--side-by-side-image-right-mobile-false summary-item--standard RecircMostPopularSummaryItem-jQxxiw gkxuUB" data-item="{&quot;dangerousHed&quot;:&quot;DJI’s Osmo Action 5 Pro Camera Raises the Bar With Long Battery Life&quot;,&quot;contentType&quot;:&quot;venue&quot;,&quot;hotelLink&quot;:&quot;https://www.wired.com/review/dji-osmo-action-5-pro/#intcid=_wired-right-rail_94d4573e-dbb3-48af-b80f-e4fdee839203_popular4-1-reranked-by-vidi&quot;,&quot;layout&quot;:&quot;GridFourColumns&quot;}" role="button" tabindex="0"><div class="SummaryItemAssetContainer-gwhFFH ogpYq summary-item__asset-container"><a class="SummaryItemImageLink-dshqxb cPpCwE summary-item__image-link summary-item-tracking__image-link" href="https://www.wired.com/review/dji-osmo-action-5-pro/#intcid=_wired-right-rail_94d4573e-dbb3-48af-b80f-e4fdee839203_popular4-1-reranked-by-vidi" aria-hidden="true" tabindex="-1" data-component-type="recirc-river" data-recirc-id="item-image-3" data-recirc-pattern="summary-item" target="_self"><span class="SpanWrapper-umhxW kGxnNB responsive-asset SummaryItemResponsiveAsset-hjGIGg gJaBeu summary-item__image"><div data-testid="aspect-ratio-container" class="AspectRatioContainer-bJHpJz hlQxkn"><div class="aspect-ratio--overlay-container"><picture class="ResponsiveImagePicture-cWuUZO dUOtEa SummaryItemResponsiveAsset-hjGIGg gJaBeu summary-item__image responsive-image"><noscript><source media="(max-width: 767px)" srcSet="https://media.wired.com/photos/6719499782ecd9a0cfc29e85/1:1/w_120,h_350,c_limit/undefined 120w, https://media.wired.com/photos/6719499782ecd9a0cfc29e85/1:1/w_240,h_350,c_limit/undefined 240w, https://media.wired.com/photos/6719499782ecd9a0cfc29e85/1:1/w_320,h_350,c_limit/undefined 320w" sizes="100vw"/><source media="(min-width: 768px)" srcSet="https://media.wired.com/photos/6719499782ecd9a0cfc29e85/1:1/w_120,h_350,c_limit/undefined 120w, https://media.wired.com/photos/6719499782ecd9a0cfc29e85/1:1/w_240,h_350,c_limit/undefined 240w, https://media.wired.com/photos/6719499782ecd9a0cfc29e85/1:1/w_320,h_350,c_limit/undefined 320w" sizes="100vw"/><img alt="DJI’s Osmo Action 5 Pro Camera Raises the Bar With Long Battery Life" class="ResponsiveImageContainer-eybHBd fptoWY responsive-image__image" src="https://media.wired.com/photos/6719499782ecd9a0cfc29e85/1:1/w_350%2Ch_350%2Cc_limit/undefined"/></noscript></picture></div></div></span></a></div><div class="SummaryItemContent-eiDYMl ePPNpk summary-item__content"><div class="SummaryItemRubricWrapper-jjNbqu bsjkmD"><div class="RubricWrapper-dKmCNX korSvK rubric SummaryItemRubric-dguGKN lapGFj summary-item__rubric"><span class="RubricName-fVtemz cLxcNi rubric__name">Gear</span></div></div><a class="SummaryItemHedLink-civMjp kFnjUG summary-item-tracking__hed-link summary-item__hed-link right_rail-3" data-component-type="recirc-river" data-recirc-id="item-hed-3" data-recirc-pattern="summary-item" href="https://www.wired.com/review/dji-osmo-action-5-pro/#intcid=_wired-right-rail_94d4573e-dbb3-48af-b80f-e4fdee839203_popular4-1-reranked-by-vidi" target="_self"><div data-testid="ClampWrapper" class="ClampWrapper-kZxfkB hTTNGO clamp SummaryItemHedBase-hiFYpQ kgaBCS summary-item__hed"><div class="ClampContent-hilPkr edMVKv"><div class="SummaryItemHedTag-TWblf gxaOcP" data-testid="SummaryItemHed">DJI’s Osmo Action 5 Pro Camera Raises the Bar With Long Battery Life</div></div></div></a><div class="SummaryItemBylineWrapper-boCfbi hYsZi summary-item__byline-date-icon"><div class="SummaryItemBaseByline-fFbXkY gHgYpX summary-item__byline"><div class="summary-item__byline__content"><div data-testid="BylinesWrapper" class="BylinesWrapper-KIudk cdSbAY bylines"><span class="BylineWrapper-jWHrLH eedAre byline bylines__byline" data-testid="BylineWrapper" itemProp="author" itemType="http://schema.org/Person"><span itemProp="name" class="BylineNamesWrapper-jbHncj fuDQVo"><span data-testid="BylineName" class="BylineName-kwmrLn cYaBcc byline__name"><span class="BaseWrap-sc-gjQpdd BaseText-ewhhUZ BylinePreamble-iJolpQ iUEiRd bsrfLw gnILss byline__preamble">By </span>Scott Gilbertson</span></span></span></div></div></div></div></div></div></li><li><div class="SummaryItemWrapper-iwvBff byWGsE summary-item summary-item--has-border summary-item--GALLERY summary-item--no-icon summary-item--text-align-left summary-item--layout-placement-side-by-side summary-item--layout-position-image-left summary-item--layout-proportions-33-66 summary-item--side-by-side-align-center summary-item--side-by-side-image-right-mobile-false summary-item--standard RecircMostPopularSummaryItem-jQxxiw gkxuUB" data-item="{&quot;dangerousHed&quot;:&quot;Our Favorite Smartwatches Do Much More Than Just Tell Time&quot;,&quot;contentType&quot;:&quot;venue&quot;,&quot;hotelLink&quot;:&quot;https://www.wired.com/gallery/best-smartwatches/#intcid=_wired-right-rail_94d4573e-dbb3-48af-b80f-e4fdee839203_popular4-1-reranked-by-vidi&quot;,&quot;layout&quot;:&quot;GridFourColumns&quot;}" role="button" tabindex="0"><div class="SummaryItemAssetContainer-gwhFFH ogpYq summary-item__asset-container"><a class="SummaryItemImageLink-dshqxb cPpCwE summary-item__image-link summary-item-tracking__image-link" href="https://www.wired.com/gallery/best-smartwatches/#intcid=_wired-right-rail_94d4573e-dbb3-48af-b80f-e4fdee839203_popular4-1-reranked-by-vidi" aria-hidden="true" tabindex="-1" data-component-type="recirc-river" data-recirc-id="item-image-4" data-recirc-pattern="summary-item" target="_self"><span class="SpanWrapper-umhxW kGxnNB responsive-asset SummaryItemResponsiveAsset-hjGIGg gJaBeu summary-item__image"><div data-testid="aspect-ratio-container" class="AspectRatioContainer-bJHpJz hlQxkn"><div class="aspect-ratio--overlay-container"><picture class="ResponsiveImagePicture-cWuUZO dUOtEa SummaryItemResponsiveAsset-hjGIGg gJaBeu summary-item__image responsive-image"><noscript><source media="(max-width: 767px)" srcSet="https://media.wired.com/photos/673277035c271f096f59917f/1:1/w_120,h_350,c_limit/undefined 120w, https://media.wired.com/photos/673277035c271f096f59917f/1:1/w_240,h_350,c_limit/undefined 240w, https://media.wired.com/photos/673277035c271f096f59917f/1:1/w_320,h_350,c_limit/undefined 320w" sizes="100vw"/><source media="(min-width: 768px)" srcSet="https://media.wired.com/photos/673277035c271f096f59917f/1:1/w_120,h_350,c_limit/undefined 120w, https://media.wired.com/photos/673277035c271f096f59917f/1:1/w_240,h_350,c_limit/undefined 240w, https://media.wired.com/photos/673277035c271f096f59917f/1:1/w_320,h_350,c_limit/undefined 320w" sizes="100vw"/><img alt="Our Favorite Smartwatches Do Much More Than Just Tell Time" class="ResponsiveImageContainer-eybHBd fptoWY responsive-image__image" src="https://media.wired.com/photos/673277035c271f096f59917f/1:1/w_350%2Ch_350%2Cc_limit/undefined"/></noscript></picture></div></div></span></a></div><div class="SummaryItemContent-eiDYMl ePPNpk summary-item__content"><div class="SummaryItemRubricWrapper-jjNbqu bsjkmD"><div class="RubricWrapper-dKmCNX korSvK rubric SummaryItemRubric-dguGKN lapGFj summary-item__rubric"><span class="RubricName-fVtemz cLxcNi rubric__name">Gear</span></div></div><a class="SummaryItemHedLink-civMjp kFnjUG summary-item-tracking__hed-link summary-item__hed-link right_rail-4" data-component-type="recirc-river" data-recirc-id="item-hed-4" data-recirc-pattern="summary-item" href="https://www.wired.com/gallery/best-smartwatches/#intcid=_wired-right-rail_94d4573e-dbb3-48af-b80f-e4fdee839203_popular4-1-reranked-by-vidi" target="_self"><div data-testid="ClampWrapper" class="ClampWrapper-kZxfkB hTTNGO clamp SummaryItemHedBase-hiFYpQ kgaBCS summary-item__hed"><div class="ClampContent-hilPkr edMVKv"><div class="SummaryItemHedTag-TWblf gxaOcP" data-testid="SummaryItemHed">Our Favorite Smartwatches Do Much More Than Just Tell Time</div></div></div></a><div class="SummaryItemBylineWrapper-boCfbi hYsZi summary-item__byline-date-icon"><div class="SummaryItemBaseByline-fFbXkY gHgYpX summary-item__byline"><div class="summary-item__byline__content"><div data-testid="BylinesWrapper" class="BylinesWrapper-KIudk cdSbAY bylines"><span class="BylineWrapper-jWHrLH eedAre byline bylines__byline" data-testid="BylineWrapper" itemProp="author" itemType="http://schema.org/Person"><span itemProp="name" class="BylineNamesWrapper-jbHncj fuDQVo"><span data-testid="BylineName" class="BylineName-kwmrLn cYaBcc byline__name"><span class="BaseWrap-sc-gjQpdd BaseText-ewhhUZ BylinePreamble-iJolpQ iUEiRd bsrfLw gnILss byline__preamble">By </span>Julian Chokkattu</span></span></span></div></div></div></div></div></div></li><li class="AsideAdListItem-fTYGpp lmohmA hide-aside-ad"><div class="AdWrapper-dQtivb fZrssQ RecircMostPopularSummaryItem-jQxxiw ghmKWT ad ad--aside"><div class="ad__slot ad__slot--aside" data-node-id="bmuzt"></div></div></li></ul><div class="RecircMostPopularFooter-enPjgs knSlyA"></div></div></div></div><div class="StickyBoxPlaceholder-grPmrg dxAvXx"></div></div></div></div><div data-testid="RowWrapper" class="BaseWrap-sc-gjQpdd RowWrapper-UmqTg iUEiRd HEhan full-bleed-ad row-mid-content-ad"><div class="StickyMidContentAdWrapper-fSBzwl drzyIa ad-stickymidcontent"><div class="AdWrapper-dQtivb fZrssQ ad ad--mid-content should-hold-space"><div class="ad__slot ad__slot--mid-content" data-node-id="qge95q"></div></div></div></div><div class="GridWrapper-cAzTTK sjrqk grid grid-margins grid-items-2 ArticlePageChunksGrid-hfxaau eSqXkM grid-layout--adrail narrow wide-adrail"><div class="GridItem-buujkM stRKV grid--item grid-layout__content"><div class="BodyWrapper-kufPGa jVPeUt body body__container article__body" data-journey-hook="client-content" data-testid="BodyWrapper"><div class="body__inner-container"><p class="paywall">Headroom aims to tackle the social distance of virtual meetings in a few ways. First, it uses computer vision to translate approving gestures into digital icons, amplifying each thumbs up or head nod with little emojis that the speaker can see. Those emojis also get added to the official transcript, which is automatically generated by software to spare someone the task of taking notes. Green and Rabinovich say this type of monitoring is made clear to all participants at the start of every meeting, and teams can opt out of features if they choose.</p><div class="AdWrapper-dQtivb fZrssQ ad ad--in-content"><div class="ad__slot ad__slot--in-content" data-node-id="2zjqc"></div></div><p class="paywall">More uniquely, Headroom’s software uses emotion recognition to take the temperature of the room periodically, and to gauge how much attention participants are paying to whoever’s speaking. Those metrics are displayed in a window on-screen, designed mostly to give the speaker real-time feedback that can sometimes disappear in the virtual context. “If five minutes ago everyone was super into what I&#x27;m saying and now they&#x27;re not, maybe I should think about shutting up,” says Green.</p><p class="paywall">Emotion recognition is still a nascent field of AI. “The goal is to basically try to map the facial expressions as captured by facial landmarks: the rise of the eyebrow, the shape of the mouth, the opening of the pupils,” says Rabinovich. Each of these facial movements can be represented as data, which in theory can then be translated into an emotion: happy, sad, bored, confused. In practice, the process is rarely so straightforward. Emotion recognition software has a history of mislabeling people of color; <a data-offer-url="https://www.theguardian.com/technology/2019/mar/06/facial-recognition-software-emotional-science" class="external-link" data-event-click="{&quot;element&quot;:&quot;ExternalLink&quot;,&quot;outgoingURL&quot;:&quot;https://www.theguardian.com/technology/2019/mar/06/facial-recognition-software-emotional-science&quot;}" href="https://www.theguardian.com/technology/2019/mar/06/facial-recognition-software-emotional-science" rel="nofollow noopener" target="_blank">one program</a>, used by airport security, overestimated how often Black men showed negative emotions, like “anger.” Affective computing also fails to take cultural cues into context, like whether someone is averting their eyes out of respect, shame, or shyness.</p><div class="GenericCalloutWrapper-tojWn bPlNqk callout--has-top-border" data-testid="GenericCallout"><aside class="Sidebar-pgAgH kmwJca" data-testid="SidebarEmbed"><div role="heading" aria-level="4" class="paywall heading-h4">Keep Reading</div><figure class="AssetEmbedWrapper-eVDQiB byBkf asset-embed"><div class="AssetEmbedAssetContainer-eJxoAx dBHGoQ asset-embed__asset-container"><span class="SpanWrapper-umhxW kGxnNB responsive-asset AssetEmbedResponsiveAsset-cXBNxi eCxVQK asset-embed__responsive-asset"><picture class="ResponsiveImagePicture-cWuUZO dUOtEa AssetEmbedResponsiveAsset-cXBNxi eCxVQK asset-embed__responsive-asset responsive-image"><noscript><img alt="illustration of a head" class="ResponsiveImageContainer-eybHBd fptoWY responsive-image__image" src="https://media.wired.com/photos/5d51b3fcd2da9d0008d24a86/master/w_1600%2Cc_limit/artificial_intelligence_badge.jpg" srcSet="https://media.wired.com/photos/5d51b3fcd2da9d0008d24a86/master/w_120,c_limit/artificial_intelligence_badge.jpg 120w, https://media.wired.com/photos/5d51b3fcd2da9d0008d24a86/master/w_240,c_limit/artificial_intelligence_badge.jpg 240w, https://media.wired.com/photos/5d51b3fcd2da9d0008d24a86/master/w_320,c_limit/artificial_intelligence_badge.jpg 320w, https://media.wired.com/photos/5d51b3fcd2da9d0008d24a86/master/w_640,c_limit/artificial_intelligence_badge.jpg 640w, https://media.wired.com/photos/5d51b3fcd2da9d0008d24a86/master/w_960,c_limit/artificial_intelligence_badge.jpg 960w, https://media.wired.com/photos/5d51b3fcd2da9d0008d24a86/master/w_1280,c_limit/artificial_intelligence_badge.jpg 1280w, https://media.wired.com/photos/5d51b3fcd2da9d0008d24a86/master/w_1600,c_limit/artificial_intelligence_badge.jpg 1600w" sizes="100vw"/></noscript></picture></span></div></figure><div role="heading" aria-level="5" class="paywall heading-h5">The latest on <a href="https://www.wired.com/category/business/artificial-intelligence/?itm_campaign=CarveLeft">artificial intelligence</a>, from machine learning to computer vision and more</div></aside></div><p class="paywall">For Headroom’s purposes, Rabinovich argues that these inaccuracies aren’t as important. “We care less if you&#x27;re happy or super happy, so long that we&#x27;re able to tell if you&#x27;re involved,” says Rabinovich. But Alice Xiang, the head of fairness, transparency, and accountability research at the Partnership on AI, says even basic facial recognition still has problems—like <a data-offer-url="https://qz.com/857122/an-algorithm-rejected-an-asian-mans-passport-photo-for-having-closed-eyes/" class="external-link" data-event-click="{&quot;element&quot;:&quot;ExternalLink&quot;,&quot;outgoingURL&quot;:&quot;https://qz.com/857122/an-algorithm-rejected-an-asian-mans-passport-photo-for-having-closed-eyes/&quot;}" href="https://qz.com/857122/an-algorithm-rejected-an-asian-mans-passport-photo-for-having-closed-eyes/" rel="nofollow noopener" target="_blank">failing to detect</a> when Asian individuals have their eyes open—because they are often trained on white faces. “If you have smaller eyes, or hooded eyes, it might be the case that the facial recognition concludes you are constantly looking down or closing your eyes when you’re not,” says Xiang. These sorts of disparities can have real-world consequences as facial recognition software gains more widespread use in the workplace. Headroom is not the first to bring such software into the office. HireVue, a recruiting technology firm, recently introduced an emotion recognition software that suggests a job candidate&#x27;s &quot;<a data-offer-url="https://www.washingtonpost.com/technology/2019/10/22/ai-hiring-face-scanning-algorithm-increasingly-decides-whether-you-deserve-job/" class="external-link" data-event-click="{&quot;element&quot;:&quot;ExternalLink&quot;,&quot;outgoingURL&quot;:&quot;https://www.washingtonpost.com/technology/2019/10/22/ai-hiring-face-scanning-algorithm-increasingly-decides-whether-you-deserve-job/&quot;}" href="https://www.washingtonpost.com/technology/2019/10/22/ai-hiring-face-scanning-algorithm-increasingly-decides-whether-you-deserve-job/" rel="nofollow noopener" target="_blank">employability</a>,&quot; based on factors like facial movements and speaking voice.</p><p class="paywall">Constance Hadley, a researcher at Boston University&#x27;s Questrom School of Business, says that gathering data on people’s behavior during meetings can reveal what is and isn’t working within that setup, which could be useful for employers and employees alike. But when people know their behavior is being monitored, it can change how they act in unintended ways. “If the monitoring is used to understand patterns as they exist, that’s great,” says Hadley. “But if it’s used to incentivize certain types of behavior, then it can end up triggering dysfunctional behavior.” In Hadley’s classes, when students know that 25 percent of the grade is participation, students raise their hands more often, but they don’t necessarily say more interesting things. When Green and Rabinovich demonstrated their software to me, I found myself raising my eyebrows, widening my eyes, and grinning maniacally to change my levels of perceived emotion.</p></div></div></div><div class="GridItem-buujkM fVLMby grid--item grid-layout__aside"><div class="StickyBoxWrapper-jfYBuk fifekH sticky-box"><div class="StickyBoxPrimary-dzWDWL cdhYoN sticky-box__primary"><div class="AdWrapper-dQtivb fZrssQ ad ad--rail"><div class="ad__slot ad__slot--rail" data-node-id="hdeyom"></div></div><div class="ConsumerMarketingUnitThemedWrapper-iUTMTf jssHut consumer-marketing-unit consumer-marketing-unit--display-rail" role="presentation" aria-hidden="true"><div class="consumer-marketing-unit__slot consumer-marketing-unit__slot--display-rail"></div><div class="journey-unit"></div></div><div data-attr-viewport-monitor="" class="RecircMostPopularWrapper-bRuGTi nZGkR recirc-most-popular-wrapper viewport-monitor-anchor"><div class="RecircMostPopularContiner-jiViNn ktrplG 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korSvK rubric SummaryItemRubric-dguGKN lapGFj summary-item__rubric"><span class="RubricName-fVtemz cLxcNi rubric__name">Gear</span></div></div><a class="SummaryItemHedLink-civMjp kFnjUG summary-item-tracking__hed-link summary-item__hed-link right_rail-4" data-component-type="recirc-river" data-recirc-id="item-hed-4" data-recirc-pattern="summary-item" href="https://www.wired.com/gallery/best-smartwatches/#intcid=_wired-right-rail_94d4573e-dbb3-48af-b80f-e4fdee839203_popular4-1-reranked-by-vidi" target="_self"><div data-testid="ClampWrapper" class="ClampWrapper-kZxfkB hTTNGO clamp SummaryItemHedBase-hiFYpQ kgaBCS summary-item__hed"><div class="ClampContent-hilPkr edMVKv"><div class="SummaryItemHedTag-TWblf gxaOcP" data-testid="SummaryItemHed">Our Favorite Smartwatches Do Much More Than Just Tell Time</div></div></div></a><div class="SummaryItemBylineWrapper-boCfbi hYsZi summary-item__byline-date-icon"><div class="SummaryItemBaseByline-fFbXkY gHgYpX summary-item__byline"><div class="summary-item__byline__content"><div data-testid="BylinesWrapper" class="BylinesWrapper-KIudk cdSbAY bylines"><span class="BylineWrapper-jWHrLH eedAre byline bylines__byline" data-testid="BylineWrapper" itemProp="author" itemType="http://schema.org/Person"><span itemProp="name" class="BylineNamesWrapper-jbHncj fuDQVo"><span data-testid="BylineName" class="BylineName-kwmrLn cYaBcc byline__name"><span class="BaseWrap-sc-gjQpdd BaseText-ewhhUZ BylinePreamble-iJolpQ iUEiRd bsrfLw gnILss byline__preamble">By </span>Julian Chokkattu</span></span></span></div></div></div></div></div></div></li><li class="AsideAdListItem-fTYGpp lmohmA hide-aside-ad"><div class="AdWrapper-dQtivb fZrssQ RecircMostPopularSummaryItem-jQxxiw ghmKWT ad ad--aside"><div class="ad__slot ad__slot--aside" data-node-id="ihlteu"></div></div></li></ul><div class="RecircMostPopularFooter-enPjgs knSlyA"></div></div></div></div><div class="StickyBoxPlaceholder-grPmrg dxAvXx"></div></div></div></div><div data-testid="RowWrapper" class="BaseWrap-sc-gjQpdd RowWrapper-UmqTg iUEiRd HEhan full-bleed-ad row-mid-content-ad"><div class="StickyMidContentAdWrapper-fSBzwl drzyIa ad-stickymidcontent"><div class="AdWrapper-dQtivb fZrssQ ad ad--mid-content should-hold-space"><div class="ad__slot ad__slot--mid-content" data-node-id="xm447"></div></div></div></div><div class="GridWrapper-cAzTTK sjrqk grid grid-margins grid-items-2 ArticlePageChunksGrid-hfxaau eSqXkM grid-layout--adrail narrow wide-adrail"><div class="GridItem-buujkM stRKV grid--item grid-layout__content"><div class="BodyWrapper-kufPGa jVPeUt body body__container article__body" data-journey-hook="client-content" data-testid="BodyWrapper"><div class="body__inner-container"><p class="paywall">In Hadley’s estimation, <em>when</em> meetings are conducted is just as important as <em>how.</em> Poorly scheduled meetings can rob workers of the time to do their own tasks, and a deluge of meetings can make people feel like they’re wasting time while drowning in work. Naturally, there are software solutions to this, too. <a data-offer-url="https://www.getclockwise.com/" class="external-link" data-event-click="{&quot;element&quot;:&quot;ExternalLink&quot;,&quot;outgoingURL&quot;:&quot;https://www.getclockwise.com/&quot;}" href="https://www.getclockwise.com/" rel="nofollow noopener" target="_blank">Clockwise</a>, an AI time management platform launched in 2019, uses an algorithm to optimize the timing of meetings. “Time has become a shared asset inside a company, not a personal asset,” says Matt Martin, the founder of Clockwise. “People are balancing all these different threads of communication, the velocity has gone up, the demands of collaboration are more intense. And yet, the core of all of that, there’s not a tool for anyone to express, ‘This is the time I need to actually get my work done. Do not distract me!’”</p><p class="paywall">Clockwise syncs with someone’s Google calendar to analyze how they’re spending their time, and how they could do so more optimally. The software adds protective time blocks based on an individual’s stated preferences. It might reserve a chunk of “do not disturb” time for getting work done in the afternoons. (It also automatically blocks off time for lunch. “As silly as that sounds, it makes a big difference,” says Martin.) And by analyzing multiple calendars within the same workforce or team, the software can automatically move meetings like a “team sync” or a “weekly 1x1” into time slots that work for everyone. The software optimizes for creating more uninterrupted blocks of time, when workers can get into “deep work” without distraction.</p><p class="paywall">Clockwise, which launched in 2019, just closed an $18 million funding round and says it’s gaining traction in Silicon Valley. So far, it has 200,000 users, most of whom work for companies like Uber, Netflix, and Twitter; about half of its users are engineers. Headroom is similarly courting clients in the tech industry, where Green and Rabinovich feel they best understand the problems with meetings. But it’s not hard to imagine similar software creeping beyond the Silicon Valley bubble. Green, who has school-age children, has been exasperated by parts of their remote learning experience. There are two dozen students in their classes, and the teacher can’t see all of them at once. “If the teacher is presenting slides, they actually can see <em>none</em> of them,” he says. “They don&#x27;t even see if the kids have their hands up to ask a question.”</p><p class="paywall">Indeed, the pains of teleconferencing aren’t limited to offices. As more and more interaction is mediated by screens, more software tools will surely try to optimize the experience. Other problems, like laggy Wi-Fi, will be someone else’s to solve.</p><hr class="paywall"/><div role="heading" aria-level="3" class="paywall heading-h3">More Great WIRED Stories</div><ul class="paywall"><li>📩 Want the latest on tech, science, and more? <a href="https://www.wired.com/newsletter?sourceCode=BottomStories">Sign up for our newsletters</a>!</li><li>One man’s search for the DNA data <a href="https://www.wired.com/story/one-mans-search-for-dna-data-that-could-save-his-life/?itm_campaign=BottomRelatedStories_Sections_1&amp;itm_content=footer-recirc">that could save his life</a></li><li>Wish List: Gift ideas <a href="https://www.wired.com/gallery/wish-list-2020-gift-ideas/?itm_campaign=BottomRelatedStories_Sections_1&amp;itm_content=footer-recirc">for your social bubble and beyond</a></li><li>The “dead zone” could help this car <a href="https://www.wired.com/story/lucid-air-efficient-powertrain/?itm_campaign=BottomRelatedStories_Sections_1&amp;itm_content=footer-recirc">take on Tesla</a></li><li>The vulnerable can wait. <a href="https://www.wired.com/story/covid-19-vaccine-super-spreaders/?itm_campaign=BottomRelatedStories_Sections_1&amp;itm_content=footer-recirc">Vaccinate the super-spreaders first</a></li><li>7 simple tech tips to <a href="https://www.wired.com/story/7-security-tips-family-holiday-tech-support/?itm_campaign=BottomRelatedStories_Sections_1&amp;itm_content=footer-recirc">keep your family safe this holiday</a></li><li>🎮 WIRED Games: Get the latest <a href="https://www.wired.com/tag/video-games/?itm_campaign=BottomRelatedStories_Sections_1&amp;itm_content=footer-recirc">tips, reviews, and more</a></li><li>🏃🏽‍♀️ Want the best tools to get healthy? Check out our Gear team’s picks for the <a href="https://www.wired.com/gallery/best-fitness-tracker/?itm_campaign=BottomRelatedStories&amp;itm_content=footer-recirc">best fitness trackers</a>, <a href="https://www.wired.com/gallery/best-running-gear/?itm_campaign=BottomRelatedStories&amp;itm_content=footer-recirc">running gear</a> (including <a href="https://wired.com/gallery/best-trail-running-shoes-round-up/?itm_campaign=BottomRelatedStories&amp;itm_content=footer-recirc">shoes</a> and <a href="https://www.wired.com/gallery/best-running-socks/?itm_campaign=BottomRelatedStories&amp;itm_content=footer-recirc">socks</a>), and <a href="https://www.wired.com/gallery/best-headphones-under-100/?itm_campaign=BottomRelatedStories&amp;itm_content=footer-recirc">best headphones</a></li></ul></div></div></div><div class="GridItem-buujkM fVLMby grid--item grid-layout__aside"><div class="StickyBoxWrapper-jfYBuk fifekH sticky-box"><div class="StickyBoxPrimary-dzWDWL cdhYoN sticky-box__primary"><div class="AdWrapper-dQtivb fZrssQ ad ad--rail"><div class="ad__slot ad__slot--rail" data-node-id="z7g9s"></div></div><div class="ConsumerMarketingUnitThemedWrapper-iUTMTf jssHut consumer-marketing-unit consumer-marketing-unit--display-rail" role="presentation" aria-hidden="true"><div class="consumer-marketing-unit__slot consumer-marketing-unit__slot--display-rail"></div><div class="journey-unit"></div></div></div><div class="StickyBoxPlaceholder-grPmrg dxAvXx"></div></div></div></div></div><div class="GridWrapper-cAzTTK sjrqk grid grid-margins grid-items-2 PaywallInlineBarrierWithWrapperGrid-fyrGfS kLQIUk grid-layout--adrail narrow wide-adrail"><div class="GridItem-buujkM stRKV grid--item grid-layout__content"><div class="body body__inline-barrier article__body"><div class="container container--body"><div class="container--body-inner"><aside class="PaywallInlineBarrierWrapper-iBnuqk lfXXa-D" data-testid="PaywallInlineBarrierWrapper"><div class="ConsumerMarketingUnitThemedWrapper-iUTMTf jssHut consumer-marketing-unit consumer-marketing-unit--paywall-inline-barrier" role="presentation" aria-live="polite" aria-hidden="true"><div class="consumer-marketing-unit__slot consumer-marketing-unit__slot--paywall-inline-barrier"></div><div class="journey-unit"></div></div></aside></div></div></div></div></div></div><div class="GridWrapper-cAzTTK sjrqk grid grid-margins grid-items-2 ContentWrapperGrid-fvkmBv brYtrA grid-layout--adrail narrow wide-adrail"><div class="GridItem-buujkM stRKV grid--item grid-layout__content"><div class="body body__container"><div class="container container--body"><div class="container--body-inner"></div></div></div></div></div></div></article><div class="ContentFooterWrapper-jVNdRG dTJkpP ArticlePageContentFooterGrid-ccsXYy eMZRHU article-body__footer"><div data-testid="RowWrapper" class="BaseWrap-sc-gjQpdd RowWrapper-UmqTg iUEiRd HEhan"><div class="GridWrapper-cAzTTK sjrqk grid grid-margins grid-items-2 grid-layout--adrail narrow wide-adrail"><div class="GridItem-buujkM stRKV grid--item grid-layout__content"><div class="ContributorsWrapper-eNpWFu hYyBes contributors" data-testid="Contributors"><div data-testid="contributor-bio-wrapper" class="ContributorBioWrapper-bnVHbt gukMon"><div class="ContributorBioAvatar-bIGTqf hUHmcH"><a href="/author/arielle-pardes/"><span class="SpanWrapper-umhxW jvZaPI responsive-asset"><picture class="ResponsiveImagePicture-cWuUZO dUOtEa responsive-image"><source media="(max-width: 767px)" srcSet="https://media.wired.com/photos/65e85bdd891c71c57513bffd/1:1/w_120,c_limit/undefined 120w, https://media.wired.com/photos/65e85bdd891c71c57513bffd/1:1/w_240,c_limit/undefined 240w" sizes="100vw"/><source media="(min-width: 768px)" srcSet="https://media.wired.com/photos/65e85bdd891c71c57513bffd/1:1/w_120,c_limit/undefined 120w, https://media.wired.com/photos/65e85bdd891c71c57513bffd/1:1/w_240,c_limit/undefined 240w" sizes="100vw"/><img alt="" class="ResponsiveImageContainer-eybHBd fptoWY responsive-image__image" src="https://media.wired.com/photos/65e85bdd891c71c57513bffd/1:1/w_270%2Cc_limit/undefined"/></picture></span></a></div><div class="ContributorBioContent-ubQdr jZTSSi"><div class="ContributorBioHeader-ledood XOIEx"></div><div class="ContributorBioBio-fBolsO kzXQIh"><a href="/author/arielle-pardes/">Arielle Pardes</a> was formerly a senior writer at WIRED, where she worked on stories about our relationship to our technology. Previously she was a senior editor for VICE.</div><div class="ContributorBioFooter-brqDlv dMbIUd"><span class="ContributorBioTitle-kCBbCe cIwSLM">Senior Writer</span><div class="SocialIconsWrapper-hKMEXV ffgPVr social-icons social-icons--standard"><ul data-testid="socialIconslist" class="SocialIconsList-cHVTIA ivmblD social-icons__list"><li class="SocialIconsListItem-dembhR jTjOQe social-icons__list-item social-icons__list-item--twitter social-icons__list-item--standard"><a aria-label="Follow Arielle Pardes on X" class="external-link SocialIconExternalLink-huuzOU cLGRzS social-icons__link social-icons__link--twitter" data-event-click="{&quot;element&quot;:&quot;ExternalLink&quot;,&quot;outgoingURL&quot;:&quot;https://www.twitter.com/pardesoteric&quot;}" href="https://www.twitter.com/pardesoteric" rel="noopener" target="_blank"><div class="SocialIconViewBox-eMKbYd idIJGl social-icons__icon-container"><div class="SocialIconContainer-huXzUC jdhSaZ"><svg 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grid grid-margins grid-items-0 SummaryCollectionGridComponent-ktyEog bdTTVU summary-collection-grid RecircListDefaultOverlaySummaryCollectionGrid-AHJhY imlAjr recirc-list__items summary-collection-grid--four-columns summary-collection-grid--TextBelowLeft"><div class="GridItem-buujkM kHPPIF grid--item"><div class="SummaryCollectionGridContent-eVUpRm flthaR"><div class="SectionTitleRoot-dBGvdq fiHEJl SummaryCollectionGridSectionTitle-fCmYwG eAcJMh" data-testid="SectionTitle"><header class="BaseWrap-sc-gjQpdd BaseText-ewhhUZ SectionTitleHed-dKqZet dxqEAa cMsmZO gbguXG">Read More</header></div><div class="SummaryCollectionGridItems-DZShR cwiDtx hide-read-more-ad" data-testid="SummaryCollectionGridItems"><div class="SummaryItemWrapper-iwvBff rdDmT summary-item summary-item--GALLERY summary-item--no-icon summary-item--text-align-left summary-item--layout-placement-text-below summary-item--layout-position-image-left summary-item--layout-proportions-50-50 summary-item--side-by-side-align-center summary-item--side-by-side-image-right-mobile-false summary-item--standard SummaryCollectionGridSummaryItem-WColm fMpfiT" data-item="{&quot;dangerousHed&quot;:&quot;The Best Carry-On Luggage&quot;,&quot;index&quot;:0,&quot;contentType&quot;:&quot;venue&quot;,&quot;hotelLink&quot;:&quot;https://www.wired.com/gallery/best-carry-on-luggage/#intcid=_wired-article-bottom-recirc_89d20220-0051-441f-8861-1f47b770913b_text2vec1_fallback_popular4-1&quot;,&quot;layout&quot;:&quot;GridFourColumns&quot;}" role="button" tabindex="0"><div class="SummaryItemAssetContainer-gwhFFH ogpYq summary-item__asset-container"><a class="SummaryItemImageLink-dshqxb cPpCwE summary-item__image-link summary-item-tracking__image-link" href="https://www.wired.com/gallery/best-carry-on-luggage/#intcid=_wired-article-bottom-recirc_89d20220-0051-441f-8861-1f47b770913b_text2vec1_fallback_popular4-1" aria-hidden="true" tabindex="-1" data-component-type="recirc-river" data-recirc-id="item-image-1" data-recirc-pattern="summary-item" target="_self"><span class="SpanWrapper-umhxW kGxnNB responsive-asset SummaryItemResponsiveAsset-hjGIGg gPGLdl summary-item__image"><div data-testid="aspect-ratio-container" class="AspectRatioContainer-bJHpJz gKnDpj"><div class="aspect-ratio--overlay-container"><picture class="ResponsiveImagePicture-cWuUZO dUOtEa SummaryItemResponsiveAsset-hjGIGg gPGLdl summary-item__image responsive-image"><noscript><source media="(max-width: 767px)" srcSet="https://media.wired.com/photos/67352d9fcdecd8b41abb50e7/16:9/w_120,h_450,c_limit/undefined 120w, https://media.wired.com/photos/67352d9fcdecd8b41abb50e7/16:9/w_240,h_450,c_limit/undefined 240w, https://media.wired.com/photos/67352d9fcdecd8b41abb50e7/16:9/w_320,h_450,c_limit/undefined 320w, https://media.wired.com/photos/67352d9fcdecd8b41abb50e7/16:9/w_640,h_450,c_limit/undefined 640w" sizes="100vw"/><source media="(min-width: 768px)" srcSet="https://media.wired.com/photos/67352d9fcdecd8b41abb50e7/16:9/w_120,h_450,c_limit/undefined 120w, https://media.wired.com/photos/67352d9fcdecd8b41abb50e7/16:9/w_240,h_450,c_limit/undefined 240w, https://media.wired.com/photos/67352d9fcdecd8b41abb50e7/16:9/w_320,h_450,c_limit/undefined 320w, https://media.wired.com/photos/67352d9fcdecd8b41abb50e7/16:9/w_640,h_450,c_limit/undefined 640w" sizes="100vw"/><img alt="The Best Carry-On Luggage" class="ResponsiveImageContainer-eybHBd fptoWY responsive-image__image" src="https://media.wired.com/photos/67352d9fcdecd8b41abb50e7/16:9/w_800%2Ch_450%2Cc_limit/undefined"/></noscript></picture></div></div></span></a></div><div class="SummaryItemContent-eiDYMl ePPNpk summary-item__content summary-item__content--no-rubric"><a class="SummaryItemHedLink-civMjp ejgyuy summary-item-tracking__hed-link summary-item__hed-link bottom_recirc-1" data-component-type="recirc-river" data-recirc-id="item-hed-1" data-recirc-pattern="summary-item" href="https://www.wired.com/gallery/best-carry-on-luggage/#intcid=_wired-article-bottom-recirc_89d20220-0051-441f-8861-1f47b770913b_text2vec1_fallback_popular4-1" target="_self"><div data-testid="ClampWrapper" class="ClampWrapper-kZxfkB hTTNGO clamp SummaryItemHedBase-hiFYpQ hoOgAQ summary-item__hed"><div class="ClampContent-hilPkr edMVKv"><div class="SummaryItemHedTag-TWblf gxaOcP" data-testid="SummaryItemHed">The Best Carry-On Luggage</div></div></div></a><div class="BaseWrap-sc-gjQpdd BaseText-ewhhUZ SummaryItemDek-CRfsi iUEiRd ecrdiQ gdwdpa summary-item__dek summary-item__dek--extra-spacing">Whether you need a roller bag for a work trip or a tote for a bachelorette, we tested the best bags to carry on a plane.</div><div class="SummaryItemBylineWrapper-boCfbi hYsZi summary-item__byline-date-icon"><div class="SummaryItemBaseByline-fFbXkY gHgYpX summary-item__byline"><div class="summary-item__byline__content"><div data-testid="BylinesWrapper" class="BylinesWrapper-KIudk cdSbAY bylines"><span class="BylineWrapper-jWHrLH eedAre byline bylines__byline" data-testid="BylineWrapper" itemProp="author" itemType="http://schema.org/Person"><span itemProp="name" class="BylineNamesWrapper-jbHncj fuDQVo"><span data-testid="BylineName" class="BylineName-kwmrLn cYaBcc byline__name">Adrienne So</span></span></span></div></div></div></div></div></div><div class="SummaryItemWrapper-iwvBff rdDmT summary-item summary-item--GALLERY summary-item--no-icon summary-item--text-align-left summary-item--layout-placement-text-below summary-item--layout-position-image-left summary-item--layout-proportions-50-50 summary-item--side-by-side-align-center summary-item--side-by-side-image-right-mobile-false summary-item--standard SummaryCollectionGridSummaryItem-WColm fMpfiT" data-item="{&quot;dangerousHed&quot;:&quot;Our 6 Favorite Automatic Cat Litter Boxes&quot;,&quot;index&quot;:1,&quot;contentType&quot;:&quot;venue&quot;,&quot;hotelLink&quot;:&quot;https://www.wired.com/gallery/the-best-automatic-cat-litter-boxes/#intcid=_wired-article-bottom-recirc_89d20220-0051-441f-8861-1f47b770913b_text2vec1_fallback_popular4-1&quot;,&quot;layout&quot;:&quot;GridFourColumns&quot;}" role="button" tabindex="0"><div class="SummaryItemAssetContainer-gwhFFH ogpYq summary-item__asset-container"><a class="SummaryItemImageLink-dshqxb cPpCwE summary-item__image-link summary-item-tracking__image-link" href="https://www.wired.com/gallery/the-best-automatic-cat-litter-boxes/#intcid=_wired-article-bottom-recirc_89d20220-0051-441f-8861-1f47b770913b_text2vec1_fallback_popular4-1" aria-hidden="true" tabindex="-1" data-component-type="recirc-river" data-recirc-id="item-image-2" data-recirc-pattern="summary-item" target="_self"><span class="SpanWrapper-umhxW kGxnNB responsive-asset SummaryItemResponsiveAsset-hjGIGg gPGLdl summary-item__image"><div data-testid="aspect-ratio-container" class="AspectRatioContainer-bJHpJz gKnDpj"><div class="aspect-ratio--overlay-container"><picture class="ResponsiveImagePicture-cWuUZO dUOtEa SummaryItemResponsiveAsset-hjGIGg gPGLdl summary-item__image responsive-image"><noscript><source media="(max-width: 767px)" srcSet="https://media.wired.com/photos/673695e15c375f33cf75971a/16:9/w_120,h_450,c_limit/undefined 120w, https://media.wired.com/photos/673695e15c375f33cf75971a/16:9/w_240,h_450,c_limit/undefined 240w, https://media.wired.com/photos/673695e15c375f33cf75971a/16:9/w_320,h_450,c_limit/undefined 320w, https://media.wired.com/photos/673695e15c375f33cf75971a/16:9/w_640,h_450,c_limit/undefined 640w" sizes="100vw"/><source media="(min-width: 768px)" srcSet="https://media.wired.com/photos/673695e15c375f33cf75971a/16:9/w_120,h_450,c_limit/undefined 120w, https://media.wired.com/photos/673695e15c375f33cf75971a/16:9/w_240,h_450,c_limit/undefined 240w, https://media.wired.com/photos/673695e15c375f33cf75971a/16:9/w_320,h_450,c_limit/undefined 320w, https://media.wired.com/photos/673695e15c375f33cf75971a/16:9/w_640,h_450,c_limit/undefined 640w" sizes="100vw"/><img alt="Our 6 Favorite Automatic Cat Litter Boxes" class="ResponsiveImageContainer-eybHBd fptoWY responsive-image__image" src="https://media.wired.com/photos/673695e15c375f33cf75971a/16:9/w_800%2Ch_450%2Cc_limit/undefined"/></noscript></picture></div></div></span></a></div><div class="SummaryItemContent-eiDYMl ePPNpk summary-item__content summary-item__content--no-rubric"><a class="SummaryItemHedLink-civMjp ejgyuy summary-item-tracking__hed-link summary-item__hed-link bottom_recirc-2" data-component-type="recirc-river" data-recirc-id="item-hed-2" data-recirc-pattern="summary-item" href="https://www.wired.com/gallery/the-best-automatic-cat-litter-boxes/#intcid=_wired-article-bottom-recirc_89d20220-0051-441f-8861-1f47b770913b_text2vec1_fallback_popular4-1" target="_self"><div data-testid="ClampWrapper" class="ClampWrapper-kZxfkB hTTNGO clamp SummaryItemHedBase-hiFYpQ hoOgAQ summary-item__hed"><div class="ClampContent-hilPkr edMVKv"><div class="SummaryItemHedTag-TWblf gxaOcP" data-testid="SummaryItemHed">Our 6 Favorite Automatic Cat Litter Boxes</div></div></div></a><div class="BaseWrap-sc-gjQpdd BaseText-ewhhUZ SummaryItemDek-CRfsi iUEiRd ecrdiQ gdwdpa summary-item__dek summary-item__dek--extra-spacing">With these high-tech cat boxes, gone are the days of bending over, scooping, and foul smells. Welcome to the future.</div><div class="SummaryItemBylineWrapper-boCfbi hYsZi summary-item__byline-date-icon"><div class="SummaryItemBaseByline-fFbXkY gHgYpX summary-item__byline"><div class="summary-item__byline__content"><div data-testid="BylinesWrapper" class="BylinesWrapper-KIudk cdSbAY bylines"><span class="BylineWrapper-jWHrLH eedAre byline bylines__byline" data-testid="BylineWrapper" itemProp="author" itemType="http://schema.org/Person"><span itemProp="name" class="BylineNamesWrapper-jbHncj fuDQVo"><span data-testid="BylineName" class="BylineName-kwmrLn cYaBcc byline__name">Molly Higgins</span></span></span></div></div></div></div></div></div><div class="SummaryItemWrapper-iwvBff rdDmT summary-item summary-item--GALLERY summary-item--no-icon summary-item--text-align-left summary-item--layout-placement-text-below summary-item--layout-position-image-left summary-item--layout-proportions-50-50 summary-item--side-by-side-align-center summary-item--side-by-side-image-right-mobile-false summary-item--standard SummaryCollectionGridSummaryItem-WColm fMpfiT" data-item="{&quot;dangerousHed&quot;:&quot;32 Delightful Gift Ideas for Music Lovers and Audiophiles&quot;,&quot;index&quot;:2,&quot;contentType&quot;:&quot;venue&quot;,&quot;hotelLink&quot;:&quot;https://www.wired.com/gallery/gifts-for-music-lovers-audiophiles/#intcid=_wired-article-bottom-recirc_89d20220-0051-441f-8861-1f47b770913b_text2vec1_fallback_popular4-1&quot;,&quot;layout&quot;:&quot;GridFourColumns&quot;}" role="button" tabindex="0"><div class="SummaryItemAssetContainer-gwhFFH ogpYq summary-item__asset-container"><a class="SummaryItemImageLink-dshqxb cPpCwE summary-item__image-link summary-item-tracking__image-link" href="https://www.wired.com/gallery/gifts-for-music-lovers-audiophiles/#intcid=_wired-article-bottom-recirc_89d20220-0051-441f-8861-1f47b770913b_text2vec1_fallback_popular4-1" aria-hidden="true" tabindex="-1" data-component-type="recirc-river" data-recirc-id="item-image-3" data-recirc-pattern="summary-item" target="_self"><span class="SpanWrapper-umhxW kGxnNB responsive-asset SummaryItemResponsiveAsset-hjGIGg gPGLdl summary-item__image"><div data-testid="aspect-ratio-container" class="AspectRatioContainer-bJHpJz gKnDpj"><div class="aspect-ratio--overlay-container"><picture class="ResponsiveImagePicture-cWuUZO dUOtEa SummaryItemResponsiveAsset-hjGIGg gPGLdl summary-item__image responsive-image"><noscript><source media="(max-width: 767px)" srcSet="https://media.wired.com/photos/6737bacf3bff1328aca9fac9/16:9/w_120,h_450,c_limit/undefined 120w, https://media.wired.com/photos/6737bacf3bff1328aca9fac9/16:9/w_240,h_450,c_limit/undefined 240w, https://media.wired.com/photos/6737bacf3bff1328aca9fac9/16:9/w_320,h_450,c_limit/undefined 320w, https://media.wired.com/photos/6737bacf3bff1328aca9fac9/16:9/w_640,h_450,c_limit/undefined 640w" sizes="100vw"/><source media="(min-width: 768px)" srcSet="https://media.wired.com/photos/6737bacf3bff1328aca9fac9/16:9/w_120,h_450,c_limit/undefined 120w, https://media.wired.com/photos/6737bacf3bff1328aca9fac9/16:9/w_240,h_450,c_limit/undefined 240w, https://media.wired.com/photos/6737bacf3bff1328aca9fac9/16:9/w_320,h_450,c_limit/undefined 320w, https://media.wired.com/photos/6737bacf3bff1328aca9fac9/16:9/w_640,h_450,c_limit/undefined 640w" sizes="100vw"/><img alt="32 Delightful Gift Ideas for Music Lovers and Audiophiles" class="ResponsiveImageContainer-eybHBd fptoWY responsive-image__image" src="https://media.wired.com/photos/6737bacf3bff1328aca9fac9/16:9/w_800%2Ch_450%2Cc_limit/undefined"/></noscript></picture></div></div></span></a></div><div class="SummaryItemContent-eiDYMl ePPNpk summary-item__content summary-item__content--no-rubric"><a class="SummaryItemHedLink-civMjp ejgyuy summary-item-tracking__hed-link summary-item__hed-link bottom_recirc-3" data-component-type="recirc-river" data-recirc-id="item-hed-3" data-recirc-pattern="summary-item" href="https://www.wired.com/gallery/gifts-for-music-lovers-audiophiles/#intcid=_wired-article-bottom-recirc_89d20220-0051-441f-8861-1f47b770913b_text2vec1_fallback_popular4-1" target="_self"><div data-testid="ClampWrapper" class="ClampWrapper-kZxfkB hTTNGO clamp SummaryItemHedBase-hiFYpQ hoOgAQ summary-item__hed"><div class="ClampContent-hilPkr edMVKv"><div class="SummaryItemHedTag-TWblf gxaOcP" data-testid="SummaryItemHed">32 Delightful Gift Ideas for Music Lovers and Audiophiles</div></div></div></a><div class="BaseWrap-sc-gjQpdd BaseText-ewhhUZ SummaryItemDek-CRfsi iUEiRd ecrdiQ gdwdpa summary-item__dek summary-item__dek--extra-spacing">From headphones and speakers to accessories for their vinyl LPs, these picks will appeal to any audio aficionado.</div><div class="SummaryItemBylineWrapper-boCfbi hYsZi summary-item__byline-date-icon"><div class="SummaryItemBaseByline-fFbXkY gHgYpX summary-item__byline"><div class="summary-item__byline__content"><div data-testid="BylinesWrapper" class="BylinesWrapper-KIudk cdSbAY bylines"><span class="BylineWrapper-jWHrLH eedAre byline bylines__byline" data-testid="BylineWrapper" itemProp="author" itemType="http://schema.org/Person"><span itemProp="name" class="BylineNamesWrapper-jbHncj fuDQVo"><span data-testid="BylineName" class="BylineName-kwmrLn cYaBcc byline__name">Parker Hall</span></span></span></div></div></div></div></div></div><div class="AdWrapper-dQtivb fZrssQ SummaryCollectionGridSummaryItem-WColm fMpfiT ad ad--read-more"><div class="ad__slot ad__slot--read-more" data-node-id="u09zh"></div></div><div class="SummaryItemWrapper-iwvBff rdDmT summary-item summary-item--GALLERY summary-item--no-icon summary-item--text-align-left summary-item--layout-placement-text-below summary-item--layout-position-image-left summary-item--layout-proportions-50-50 summary-item--side-by-side-align-center summary-item--side-by-side-image-right-mobile-false summary-item--standard SummaryCollectionGridSummaryItem-WColm fMpfiT" data-item="{&quot;dangerousHed&quot;:&quot;The Best Dog Accessories to Enrich Your Pup&amp;#39;s Life&quot;,&quot;index&quot;:3,&quot;contentType&quot;:&quot;venue&quot;,&quot;hotelLink&quot;:&quot;https://www.wired.com/gallery/best-dog-accessories/#intcid=_wired-article-bottom-recirc_89d20220-0051-441f-8861-1f47b770913b_text2vec1_fallback_popular4-1&quot;,&quot;layout&quot;:&quot;GridFourColumns&quot;}" role="button" tabindex="0"><div class="SummaryItemAssetContainer-gwhFFH ogpYq summary-item__asset-container"><a class="SummaryItemImageLink-dshqxb cPpCwE summary-item__image-link summary-item-tracking__image-link" href="https://www.wired.com/gallery/best-dog-accessories/#intcid=_wired-article-bottom-recirc_89d20220-0051-441f-8861-1f47b770913b_text2vec1_fallback_popular4-1" aria-hidden="true" tabindex="-1" data-component-type="recirc-river" data-recirc-id="item-image-4" data-recirc-pattern="summary-item" target="_self"><span class="SpanWrapper-umhxW kGxnNB responsive-asset SummaryItemResponsiveAsset-hjGIGg gPGLdl summary-item__image"><div data-testid="aspect-ratio-container" class="AspectRatioContainer-bJHpJz gKnDpj"><div class="aspect-ratio--overlay-container"><picture class="ResponsiveImagePicture-cWuUZO dUOtEa SummaryItemResponsiveAsset-hjGIGg gPGLdl summary-item__image responsive-image"><noscript><source media="(max-width: 767px)" srcSet="https://media.wired.com/photos/673690eb6dcfaa79c566d753/16:9/w_120,h_450,c_limit/undefined 120w, https://media.wired.com/photos/673690eb6dcfaa79c566d753/16:9/w_240,h_450,c_limit/undefined 240w, https://media.wired.com/photos/673690eb6dcfaa79c566d753/16:9/w_320,h_450,c_limit/undefined 320w, https://media.wired.com/photos/673690eb6dcfaa79c566d753/16:9/w_640,h_450,c_limit/undefined 640w" sizes="100vw"/><source media="(min-width: 768px)" srcSet="https://media.wired.com/photos/673690eb6dcfaa79c566d753/16:9/w_120,h_450,c_limit/undefined 120w, https://media.wired.com/photos/673690eb6dcfaa79c566d753/16:9/w_240,h_450,c_limit/undefined 240w, https://media.wired.com/photos/673690eb6dcfaa79c566d753/16:9/w_320,h_450,c_limit/undefined 320w, https://media.wired.com/photos/673690eb6dcfaa79c566d753/16:9/w_640,h_450,c_limit/undefined 640w" sizes="100vw"/><img alt="The Best Dog Accessories to Enrich Your Pup&#x27;s Life" class="ResponsiveImageContainer-eybHBd fptoWY responsive-image__image" src="https://media.wired.com/photos/673690eb6dcfaa79c566d753/16:9/w_800%2Ch_450%2Cc_limit/undefined"/></noscript></picture></div></div></span></a></div><div class="SummaryItemContent-eiDYMl ePPNpk summary-item__content summary-item__content--no-rubric"><a class="SummaryItemHedLink-civMjp ejgyuy summary-item-tracking__hed-link summary-item__hed-link bottom_recirc-4" data-component-type="recirc-river" data-recirc-id="item-hed-4" data-recirc-pattern="summary-item" href="https://www.wired.com/gallery/best-dog-accessories/#intcid=_wired-article-bottom-recirc_89d20220-0051-441f-8861-1f47b770913b_text2vec1_fallback_popular4-1" target="_self"><div data-testid="ClampWrapper" class="ClampWrapper-kZxfkB hTTNGO clamp SummaryItemHedBase-hiFYpQ hoOgAQ summary-item__hed"><div class="ClampContent-hilPkr edMVKv"><div class="SummaryItemHedTag-TWblf gxaOcP" data-testid="SummaryItemHed">The Best Dog Accessories to Enrich Your Pup&#39;s Life</div></div></div></a><div class="BaseWrap-sc-gjQpdd BaseText-ewhhUZ SummaryItemDek-CRfsi iUEiRd ecrdiQ gdwdpa summary-item__dek summary-item__dek--extra-spacing">From dog beds to pup backpacks, we’ve had our furry best friends try it all. These dog accessories lead the pack.</div><div class="SummaryItemBylineWrapper-boCfbi hYsZi summary-item__byline-date-icon"><div class="SummaryItemBaseByline-fFbXkY gHgYpX summary-item__byline"><div class="summary-item__byline__content"><div data-testid="BylinesWrapper" class="BylinesWrapper-KIudk cdSbAY bylines"><span class="BylineWrapper-jWHrLH eedAre byline bylines__byline" data-testid="BylineWrapper" itemProp="author" itemType="http://schema.org/Person"><span itemProp="name" class="BylineNamesWrapper-jbHncj fuDQVo"><span data-testid="BylineName" class="BylineName-kwmrLn cYaBcc byline__name">Julian Chokkattu</span></span></span></div></div></div></div></div></div><div class="SummaryItemWrapper-iwvBff rdDmT summary-item summary-item--GALLERY summary-item--no-icon summary-item--text-align-left summary-item--layout-placement-text-below summary-item--layout-position-image-left summary-item--layout-proportions-50-50 summary-item--side-by-side-align-center summary-item--side-by-side-image-right-mobile-false summary-item--standard SummaryCollectionGridSummaryItem-WColm fMpfiT" data-item="{&quot;dangerousHed&quot;:&quot;The 5 Best Sunrise Alarms to Help You Rise and Shine&quot;,&quot;index&quot;:4,&quot;contentType&quot;:&quot;venue&quot;,&quot;hotelLink&quot;:&quot;https://www.wired.com/gallery/best-sunrise-alarm-clocks/#intcid=_wired-article-bottom-recirc_89d20220-0051-441f-8861-1f47b770913b_text2vec1_fallback_popular4-1&quot;,&quot;layout&quot;:&quot;GridFourColumns&quot;}" role="button" tabindex="0"><div class="SummaryItemAssetContainer-gwhFFH ogpYq summary-item__asset-container"><a class="SummaryItemImageLink-dshqxb cPpCwE summary-item__image-link summary-item-tracking__image-link" href="https://www.wired.com/gallery/best-sunrise-alarm-clocks/#intcid=_wired-article-bottom-recirc_89d20220-0051-441f-8861-1f47b770913b_text2vec1_fallback_popular4-1" aria-hidden="true" tabindex="-1" data-component-type="recirc-river" data-recirc-id="item-image-5" data-recirc-pattern="summary-item" target="_self"><span class="SpanWrapper-umhxW kGxnNB responsive-asset SummaryItemResponsiveAsset-hjGIGg gPGLdl summary-item__image"><div data-testid="aspect-ratio-container" class="AspectRatioContainer-bJHpJz gKnDpj"><div class="aspect-ratio--overlay-container"><picture class="ResponsiveImagePicture-cWuUZO dUOtEa SummaryItemResponsiveAsset-hjGIGg gPGLdl summary-item__image responsive-image"><noscript><source media="(max-width: 767px)" srcSet="https://media.wired.com/photos/66e8a93f60b097c88e51a0f5/16:9/w_120,h_450,c_limit/undefined 120w, https://media.wired.com/photos/66e8a93f60b097c88e51a0f5/16:9/w_240,h_450,c_limit/undefined 240w, https://media.wired.com/photos/66e8a93f60b097c88e51a0f5/16:9/w_320,h_450,c_limit/undefined 320w, https://media.wired.com/photos/66e8a93f60b097c88e51a0f5/16:9/w_640,h_450,c_limit/undefined 640w" sizes="100vw"/><source media="(min-width: 768px)" srcSet="https://media.wired.com/photos/66e8a93f60b097c88e51a0f5/16:9/w_120,h_450,c_limit/undefined 120w, https://media.wired.com/photos/66e8a93f60b097c88e51a0f5/16:9/w_240,h_450,c_limit/undefined 240w, https://media.wired.com/photos/66e8a93f60b097c88e51a0f5/16:9/w_320,h_450,c_limit/undefined 320w, https://media.wired.com/photos/66e8a93f60b097c88e51a0f5/16:9/w_640,h_450,c_limit/undefined 640w" sizes="100vw"/><img alt="The 5 Best Sunrise Alarms to Help You Rise and Shine" class="ResponsiveImageContainer-eybHBd fptoWY responsive-image__image" src="https://media.wired.com/photos/66e8a93f60b097c88e51a0f5/16:9/w_800%2Ch_450%2Cc_limit/undefined"/></noscript></picture></div></div></span></a></div><div class="SummaryItemContent-eiDYMl ePPNpk summary-item__content summary-item__content--no-rubric"><a class="SummaryItemHedLink-civMjp ejgyuy summary-item-tracking__hed-link summary-item__hed-link bottom_recirc-5" data-component-type="recirc-river" data-recirc-id="item-hed-5" data-recirc-pattern="summary-item" href="https://www.wired.com/gallery/best-sunrise-alarm-clocks/#intcid=_wired-article-bottom-recirc_89d20220-0051-441f-8861-1f47b770913b_text2vec1_fallback_popular4-1" target="_self"><div data-testid="ClampWrapper" class="ClampWrapper-kZxfkB hTTNGO clamp SummaryItemHedBase-hiFYpQ hoOgAQ summary-item__hed"><div class="ClampContent-hilPkr edMVKv"><div class="SummaryItemHedTag-TWblf gxaOcP" data-testid="SummaryItemHed">The 5 Best Sunrise Alarms to Help You Rise and Shine</div></div></div></a><div class="BaseWrap-sc-gjQpdd BaseText-ewhhUZ SummaryItemDek-CRfsi iUEiRd ecrdiQ gdwdpa summary-item__dek summary-item__dek--extra-spacing">If you want to wake up with the sun but aren’t a morning person, these bedside devices can simulate a sunrise whenever you want to rouse for the day (and a sunset, too).</div><div class="SummaryItemBylineWrapper-boCfbi hYsZi summary-item__byline-date-icon"><div class="SummaryItemBaseByline-fFbXkY gHgYpX summary-item__byline"><div class="summary-item__byline__content"><div data-testid="BylinesWrapper" class="BylinesWrapper-KIudk cdSbAY bylines"><span class="BylineWrapper-jWHrLH eedAre byline bylines__byline" data-testid="BylineWrapper" itemProp="author" itemType="http://schema.org/Person"><span itemProp="name" class="BylineNamesWrapper-jbHncj fuDQVo"><span data-testid="BylineName" class="BylineName-kwmrLn cYaBcc byline__name"> Nena Farrell </span></span></span></div></div></div></div></div></div><div class="SummaryItemWrapper-iwvBff rdDmT summary-item summary-item--GALLERY summary-item--no-icon summary-item--text-align-left summary-item--layout-placement-text-below summary-item--layout-position-image-left summary-item--layout-proportions-50-50 summary-item--side-by-side-align-center summary-item--side-by-side-image-right-mobile-false summary-item--standard SummaryCollectionGridSummaryItem-WColm fMpfiT" data-item="{&quot;dangerousHed&quot;:&quot;The Best Cookbooks of 2024 (So Far)&quot;,&quot;index&quot;:5,&quot;contentType&quot;:&quot;venue&quot;,&quot;hotelLink&quot;:&quot;https://www.wired.com/gallery/the-best-cookbooks-of-2024/#intcid=_wired-article-bottom-recirc_89d20220-0051-441f-8861-1f47b770913b_text2vec1_fallback_popular4-1&quot;,&quot;layout&quot;:&quot;GridFourColumns&quot;}" role="button" tabindex="0"><div class="SummaryItemAssetContainer-gwhFFH ogpYq summary-item__asset-container"><a class="SummaryItemImageLink-dshqxb cPpCwE summary-item__image-link summary-item-tracking__image-link" href="https://www.wired.com/gallery/the-best-cookbooks-of-2024/#intcid=_wired-article-bottom-recirc_89d20220-0051-441f-8861-1f47b770913b_text2vec1_fallback_popular4-1" aria-hidden="true" tabindex="-1" data-component-type="recirc-river" data-recirc-id="item-image-6" data-recirc-pattern="summary-item" target="_self"><span class="SpanWrapper-umhxW kGxnNB responsive-asset SummaryItemResponsiveAsset-hjGIGg gPGLdl summary-item__image"><div data-testid="aspect-ratio-container" class="AspectRatioContainer-bJHpJz gKnDpj"><div class="aspect-ratio--overlay-container"><picture class="ResponsiveImagePicture-cWuUZO dUOtEa SummaryItemResponsiveAsset-hjGIGg gPGLdl summary-item__image responsive-image"><noscript><source media="(max-width: 767px)" srcSet="https://media.wired.com/photos/6737d0a4c6e085c686a95d54/16:9/w_120,h_450,c_limit/undefined 120w, https://media.wired.com/photos/6737d0a4c6e085c686a95d54/16:9/w_240,h_450,c_limit/undefined 240w, https://media.wired.com/photos/6737d0a4c6e085c686a95d54/16:9/w_320,h_450,c_limit/undefined 320w, https://media.wired.com/photos/6737d0a4c6e085c686a95d54/16:9/w_640,h_450,c_limit/undefined 640w" sizes="100vw"/><source media="(min-width: 768px)" srcSet="https://media.wired.com/photos/6737d0a4c6e085c686a95d54/16:9/w_120,h_450,c_limit/undefined 120w, https://media.wired.com/photos/6737d0a4c6e085c686a95d54/16:9/w_240,h_450,c_limit/undefined 240w, https://media.wired.com/photos/6737d0a4c6e085c686a95d54/16:9/w_320,h_450,c_limit/undefined 320w, https://media.wired.com/photos/6737d0a4c6e085c686a95d54/16:9/w_640,h_450,c_limit/undefined 640w" sizes="100vw"/><img alt="The Best Cookbooks of 2024 (So Far)" class="ResponsiveImageContainer-eybHBd fptoWY responsive-image__image" src="https://media.wired.com/photos/6737d0a4c6e085c686a95d54/16:9/w_800%2Ch_450%2Cc_limit/undefined"/></noscript></picture></div></div></span></a></div><div class="SummaryItemContent-eiDYMl ePPNpk summary-item__content summary-item__content--no-rubric"><a class="SummaryItemHedLink-civMjp ejgyuy summary-item-tracking__hed-link summary-item__hed-link bottom_recirc-6" data-component-type="recirc-river" data-recirc-id="item-hed-6" data-recirc-pattern="summary-item" href="https://www.wired.com/gallery/the-best-cookbooks-of-2024/#intcid=_wired-article-bottom-recirc_89d20220-0051-441f-8861-1f47b770913b_text2vec1_fallback_popular4-1" target="_self"><div data-testid="ClampWrapper" class="ClampWrapper-kZxfkB hTTNGO clamp SummaryItemHedBase-hiFYpQ hoOgAQ summary-item__hed"><div class="ClampContent-hilPkr edMVKv"><div class="SummaryItemHedTag-TWblf gxaOcP" data-testid="SummaryItemHed">The Best Cookbooks of 2024 (So Far)</div></div></div></a><div class="BaseWrap-sc-gjQpdd BaseText-ewhhUZ SummaryItemDek-CRfsi iUEiRd ecrdiQ gdwdpa summary-item__dek summary-item__dek--extra-spacing">This year’s best cookbooks provide inventive, well-tested instructions for dips, barbecue, and pasta. There’s even a book that tells you what the heck to do with celery root.</div><div class="SummaryItemBylineWrapper-boCfbi hYsZi summary-item__byline-date-icon"><div class="SummaryItemBaseByline-fFbXkY gHgYpX summary-item__byline"><div class="summary-item__byline__content"><div data-testid="BylinesWrapper" class="BylinesWrapper-KIudk cdSbAY bylines"><span class="BylineWrapper-jWHrLH eedAre byline bylines__byline" data-testid="BylineWrapper" itemProp="author" itemType="http://schema.org/Person"><span itemProp="name" class="BylineNamesWrapper-jbHncj fuDQVo"><span data-testid="BylineName" class="BylineName-kwmrLn cYaBcc byline__name">Joe Ray</span></span></span></div></div></div></div></div></div><div class="SummaryItemWrapper-iwvBff rdDmT summary-item summary-item--GALLERY summary-item--no-icon summary-item--text-align-left summary-item--layout-placement-text-below summary-item--layout-position-image-left summary-item--layout-proportions-50-50 summary-item--side-by-side-align-center summary-item--side-by-side-image-right-mobile-false summary-item--standard SummaryCollectionGridSummaryItem-WColm fMpfiT" data-item="{&quot;dangerousHed&quot;:&quot;The Best Theraguns and Therabody Tools for Recovery&quot;,&quot;index&quot;:6,&quot;contentType&quot;:&quot;venue&quot;,&quot;hotelLink&quot;:&quot;https://www.wired.com/gallery/best-theragun-percussive-therapy-devices/#intcid=_wired-article-bottom-recirc_89d20220-0051-441f-8861-1f47b770913b_text2vec1_fallback_popular4-1&quot;,&quot;layout&quot;:&quot;GridFourColumns&quot;}" role="button" tabindex="0"><div class="SummaryItemAssetContainer-gwhFFH ogpYq summary-item__asset-container"><a class="SummaryItemImageLink-dshqxb cPpCwE summary-item__image-link summary-item-tracking__image-link" href="https://www.wired.com/gallery/best-theragun-percussive-therapy-devices/#intcid=_wired-article-bottom-recirc_89d20220-0051-441f-8861-1f47b770913b_text2vec1_fallback_popular4-1" aria-hidden="true" tabindex="-1" data-component-type="recirc-river" data-recirc-id="item-image-7" data-recirc-pattern="summary-item" target="_self"><span class="SpanWrapper-umhxW kGxnNB responsive-asset SummaryItemResponsiveAsset-hjGIGg gPGLdl summary-item__image"><div data-testid="aspect-ratio-container" class="AspectRatioContainer-bJHpJz gKnDpj"><div class="aspect-ratio--overlay-container"><picture class="ResponsiveImagePicture-cWuUZO dUOtEa SummaryItemResponsiveAsset-hjGIGg gPGLdl summary-item__image responsive-image"><noscript><source media="(max-width: 767px)" srcSet="https://media.wired.com/photos/673174c965f8cc8a7dbdf0a3/16:9/w_120,h_450,c_limit/undefined 120w, https://media.wired.com/photos/673174c965f8cc8a7dbdf0a3/16:9/w_240,h_450,c_limit/undefined 240w, https://media.wired.com/photos/673174c965f8cc8a7dbdf0a3/16:9/w_320,h_450,c_limit/undefined 320w, https://media.wired.com/photos/673174c965f8cc8a7dbdf0a3/16:9/w_640,h_450,c_limit/undefined 640w" sizes="100vw"/><source media="(min-width: 768px)" srcSet="https://media.wired.com/photos/673174c965f8cc8a7dbdf0a3/16:9/w_120,h_450,c_limit/undefined 120w, https://media.wired.com/photos/673174c965f8cc8a7dbdf0a3/16:9/w_240,h_450,c_limit/undefined 240w, https://media.wired.com/photos/673174c965f8cc8a7dbdf0a3/16:9/w_320,h_450,c_limit/undefined 320w, https://media.wired.com/photos/673174c965f8cc8a7dbdf0a3/16:9/w_640,h_450,c_limit/undefined 640w" sizes="100vw"/><img alt="The Best Theraguns and Therabody Tools for Recovery" class="ResponsiveImageContainer-eybHBd fptoWY responsive-image__image" src="https://media.wired.com/photos/673174c965f8cc8a7dbdf0a3/16:9/w_800%2Ch_450%2Cc_limit/undefined"/></noscript></picture></div></div></span></a></div><div class="SummaryItemContent-eiDYMl ePPNpk summary-item__content summary-item__content--no-rubric"><a class="SummaryItemHedLink-civMjp ejgyuy summary-item-tracking__hed-link summary-item__hed-link bottom_recirc-7" data-component-type="recirc-river" data-recirc-id="item-hed-7" data-recirc-pattern="summary-item" href="https://www.wired.com/gallery/best-theragun-percussive-therapy-devices/#intcid=_wired-article-bottom-recirc_89d20220-0051-441f-8861-1f47b770913b_text2vec1_fallback_popular4-1" target="_self"><div data-testid="ClampWrapper" class="ClampWrapper-kZxfkB hTTNGO clamp SummaryItemHedBase-hiFYpQ hoOgAQ summary-item__hed"><div class="ClampContent-hilPkr edMVKv"><div class="SummaryItemHedTag-TWblf gxaOcP" data-testid="SummaryItemHed">The Best Theraguns and Therabody Tools for Recovery</div></div></div></a><div class="BaseWrap-sc-gjQpdd BaseText-ewhhUZ SummaryItemDek-CRfsi iUEiRd ecrdiQ gdwdpa summary-item__dek summary-item__dek--extra-spacing">Here’s our guide to the best Theraguns and Therabody gadgets to enhance your recovery routine, alleviate muscle pain, and boost your overall wellness.</div><div class="SummaryItemBylineWrapper-boCfbi hYsZi summary-item__byline-date-icon"><div class="SummaryItemBaseByline-fFbXkY gHgYpX summary-item__byline"><div class="summary-item__byline__content"><div data-testid="BylinesWrapper" class="BylinesWrapper-KIudk cdSbAY bylines"><span class="BylineWrapper-jWHrLH eedAre byline bylines__byline" data-testid="BylineWrapper" itemProp="author" itemType="http://schema.org/Person"><span itemProp="name" class="BylineNamesWrapper-jbHncj fuDQVo"><span data-testid="BylineName" class="BylineName-kwmrLn cYaBcc byline__name">Boutayna Chokrane </span></span></span></div></div></div></div></div></div><div class="SummaryItemWrapper-iwvBff rdDmT summary-item summary-item--GALLERY summary-item--no-icon summary-item--text-align-left summary-item--layout-placement-text-below summary-item--layout-position-image-left summary-item--layout-proportions-50-50 summary-item--side-by-side-align-center summary-item--side-by-side-image-right-mobile-false summary-item--standard SummaryCollectionGridSummaryItem-WColm fMpfiT" data-item="{&quot;dangerousHed&quot;:&quot;29 Viral TikTok Gifts That Are Actually Worth a Look&quot;,&quot;index&quot;:7,&quot;contentType&quot;:&quot;venue&quot;,&quot;hotelLink&quot;:&quot;https://www.wired.com/gallery/best-viral-tiktok-gadgets/#intcid=_wired-article-bottom-recirc_89d20220-0051-441f-8861-1f47b770913b_text2vec1_fallback_popular4-1&quot;,&quot;layout&quot;:&quot;GridFourColumns&quot;}" role="button" tabindex="0"><div class="SummaryItemAssetContainer-gwhFFH ogpYq summary-item__asset-container"><a class="SummaryItemImageLink-dshqxb cPpCwE summary-item__image-link summary-item-tracking__image-link" href="https://www.wired.com/gallery/best-viral-tiktok-gadgets/#intcid=_wired-article-bottom-recirc_89d20220-0051-441f-8861-1f47b770913b_text2vec1_fallback_popular4-1" aria-hidden="true" tabindex="-1" data-component-type="recirc-river" data-recirc-id="item-image-8" data-recirc-pattern="summary-item" target="_self"><span class="SpanWrapper-umhxW kGxnNB responsive-asset SummaryItemResponsiveAsset-hjGIGg gPGLdl summary-item__image"><div data-testid="aspect-ratio-container" class="AspectRatioContainer-bJHpJz gKnDpj"><div class="aspect-ratio--overlay-container"><picture class="ResponsiveImagePicture-cWuUZO dUOtEa SummaryItemResponsiveAsset-hjGIGg gPGLdl summary-item__image responsive-image"><noscript><source media="(max-width: 767px)" srcSet="https://media.wired.com/photos/671aadd7df9887d3892a2eb8/16:9/w_120,h_450,c_limit/undefined 120w, https://media.wired.com/photos/671aadd7df9887d3892a2eb8/16:9/w_240,h_450,c_limit/undefined 240w, https://media.wired.com/photos/671aadd7df9887d3892a2eb8/16:9/w_320,h_450,c_limit/undefined 320w, https://media.wired.com/photos/671aadd7df9887d3892a2eb8/16:9/w_640,h_450,c_limit/undefined 640w" sizes="100vw"/><source media="(min-width: 768px)" srcSet="https://media.wired.com/photos/671aadd7df9887d3892a2eb8/16:9/w_120,h_450,c_limit/undefined 120w, https://media.wired.com/photos/671aadd7df9887d3892a2eb8/16:9/w_240,h_450,c_limit/undefined 240w, https://media.wired.com/photos/671aadd7df9887d3892a2eb8/16:9/w_320,h_450,c_limit/undefined 320w, https://media.wired.com/photos/671aadd7df9887d3892a2eb8/16:9/w_640,h_450,c_limit/undefined 640w" sizes="100vw"/><img alt="29 Viral TikTok Gifts That Are Actually Worth a Look" class="ResponsiveImageContainer-eybHBd fptoWY responsive-image__image" src="https://media.wired.com/photos/671aadd7df9887d3892a2eb8/16:9/w_800%2Ch_450%2Cc_limit/undefined"/></noscript></picture></div></div></span></a></div><div class="SummaryItemContent-eiDYMl ePPNpk summary-item__content summary-item__content--no-rubric"><a class="SummaryItemHedLink-civMjp ejgyuy summary-item-tracking__hed-link summary-item__hed-link bottom_recirc-8" data-component-type="recirc-river" data-recirc-id="item-hed-8" data-recirc-pattern="summary-item" href="https://www.wired.com/gallery/best-viral-tiktok-gadgets/#intcid=_wired-article-bottom-recirc_89d20220-0051-441f-8861-1f47b770913b_text2vec1_fallback_popular4-1" target="_self"><div data-testid="ClampWrapper" class="ClampWrapper-kZxfkB hTTNGO clamp SummaryItemHedBase-hiFYpQ hoOgAQ summary-item__hed"><div class="ClampContent-hilPkr edMVKv"><div class="SummaryItemHedTag-TWblf gxaOcP" data-testid="SummaryItemHed">29 Viral TikTok Gifts That Are Actually Worth a Look</div></div></div></a><div class="BaseWrap-sc-gjQpdd BaseText-ewhhUZ SummaryItemDek-CRfsi iUEiRd ecrdiQ gdwdpa summary-item__dek summary-item__dek--extra-spacing">We&#39;re testing gadgets that keep showing up in our feeds. Here are the ones that deserve the hype&#8212;and would make awesome presents.</div><div class="SummaryItemBylineWrapper-boCfbi hYsZi summary-item__byline-date-icon"><div class="SummaryItemBaseByline-fFbXkY gHgYpX summary-item__byline"><div class="summary-item__byline__content"><div data-testid="BylinesWrapper" class="BylinesWrapper-KIudk cdSbAY bylines"><span class="BylineWrapper-jWHrLH eedAre byline bylines__byline" data-testid="BylineWrapper" itemProp="author" itemType="http://schema.org/Person"><span itemProp="name" class="BylineNamesWrapper-jbHncj fuDQVo"><span data-testid="BylineName" class="BylineName-kwmrLn cYaBcc byline__name">Brenda Stolyar</span></span></span></div></div></div></div></div></div><div class="SummaryItemWrapper-iwvBff rdDmT summary-item summary-item--GALLERY summary-item--no-icon summary-item--text-align-left summary-item--layout-placement-text-below summary-item--layout-position-image-left summary-item--layout-proportions-50-50 summary-item--side-by-side-align-center summary-item--side-by-side-image-right-mobile-false summary-item--standard SummaryCollectionGridSummaryItem-WColm fMpfiT" data-item="{&quot;dangerousHed&quot;:&quot;32 Gifts Teens May Actually Like&quot;,&quot;index&quot;:8,&quot;contentType&quot;:&quot;venue&quot;,&quot;hotelLink&quot;:&quot;https://www.wired.com/gallery/best-gift-ideas-for-teens/#intcid=_wired-article-bottom-recirc_89d20220-0051-441f-8861-1f47b770913b_text2vec1_fallback_popular4-1&quot;,&quot;layout&quot;:&quot;GridFourColumns&quot;}" role="button" tabindex="0"><div class="SummaryItemAssetContainer-gwhFFH ogpYq summary-item__asset-container"><a class="SummaryItemImageLink-dshqxb cPpCwE summary-item__image-link summary-item-tracking__image-link" href="https://www.wired.com/gallery/best-gift-ideas-for-teens/#intcid=_wired-article-bottom-recirc_89d20220-0051-441f-8861-1f47b770913b_text2vec1_fallback_popular4-1" aria-hidden="true" tabindex="-1" data-component-type="recirc-river" data-recirc-id="item-image-9" data-recirc-pattern="summary-item" target="_self"><span class="SpanWrapper-umhxW kGxnNB responsive-asset SummaryItemResponsiveAsset-hjGIGg gPGLdl summary-item__image"><div data-testid="aspect-ratio-container" class="AspectRatioContainer-bJHpJz gKnDpj"><div class="aspect-ratio--overlay-container"><picture class="ResponsiveImagePicture-cWuUZO dUOtEa SummaryItemResponsiveAsset-hjGIGg gPGLdl summary-item__image responsive-image"><noscript><source media="(max-width: 767px)" srcSet="https://media.wired.com/photos/671ff5515c6935ccd7cbc91a/16:9/w_120,h_450,c_limit/undefined 120w, https://media.wired.com/photos/671ff5515c6935ccd7cbc91a/16:9/w_240,h_450,c_limit/undefined 240w, https://media.wired.com/photos/671ff5515c6935ccd7cbc91a/16:9/w_320,h_450,c_limit/undefined 320w, https://media.wired.com/photos/671ff5515c6935ccd7cbc91a/16:9/w_640,h_450,c_limit/undefined 640w" sizes="100vw"/><source media="(min-width: 768px)" srcSet="https://media.wired.com/photos/671ff5515c6935ccd7cbc91a/16:9/w_120,h_450,c_limit/undefined 120w, https://media.wired.com/photos/671ff5515c6935ccd7cbc91a/16:9/w_240,h_450,c_limit/undefined 240w, https://media.wired.com/photos/671ff5515c6935ccd7cbc91a/16:9/w_320,h_450,c_limit/undefined 320w, https://media.wired.com/photos/671ff5515c6935ccd7cbc91a/16:9/w_640,h_450,c_limit/undefined 640w" sizes="100vw"/><img alt="32 Gifts Teens May Actually Like" class="ResponsiveImageContainer-eybHBd fptoWY responsive-image__image" src="https://media.wired.com/photos/671ff5515c6935ccd7cbc91a/16:9/w_800%2Ch_450%2Cc_limit/undefined"/></noscript></picture></div></div></span></a></div><div class="SummaryItemContent-eiDYMl ePPNpk summary-item__content summary-item__content--no-rubric"><a class="SummaryItemHedLink-civMjp ejgyuy summary-item-tracking__hed-link summary-item__hed-link bottom_recirc-9" data-component-type="recirc-river" data-recirc-id="item-hed-9" data-recirc-pattern="summary-item" href="https://www.wired.com/gallery/best-gift-ideas-for-teens/#intcid=_wired-article-bottom-recirc_89d20220-0051-441f-8861-1f47b770913b_text2vec1_fallback_popular4-1" target="_self"><div data-testid="ClampWrapper" class="ClampWrapper-kZxfkB hTTNGO clamp SummaryItemHedBase-hiFYpQ hoOgAQ summary-item__hed"><div class="ClampContent-hilPkr edMVKv"><div class="SummaryItemHedTag-TWblf gxaOcP" data-testid="SummaryItemHed">32 Gifts Teens May Actually Like</div></div></div></a><div class="BaseWrap-sc-gjQpdd BaseText-ewhhUZ SummaryItemDek-CRfsi iUEiRd ecrdiQ gdwdpa summary-item__dek summary-item__dek--extra-spacing">Teenagers can be scary and impossible to shop for. These adolescent-approved gifts can help.</div><div class="SummaryItemBylineWrapper-boCfbi hYsZi summary-item__byline-date-icon"><div class="SummaryItemBaseByline-fFbXkY gHgYpX summary-item__byline"><div class="summary-item__byline__content"><div data-testid="BylinesWrapper" class="BylinesWrapper-KIudk cdSbAY bylines"><span class="BylineWrapper-jWHrLH eedAre byline bylines__byline" data-testid="BylineWrapper" itemProp="author" itemType="http://schema.org/Person"><span itemProp="name" class="BylineNamesWrapper-jbHncj fuDQVo"><span data-testid="BylineName" class="BylineName-kwmrLn cYaBcc byline__name">Louryn Strampe</span></span></span></div></div></div></div></div></div><div class="SummaryItemWrapper-iwvBff rdDmT summary-item summary-item--GALLERY summary-item--no-icon summary-item--text-align-left summary-item--layout-placement-text-below summary-item--layout-position-image-left summary-item--layout-proportions-50-50 summary-item--side-by-side-align-center summary-item--side-by-side-image-right-mobile-false summary-item--standard SummaryCollectionGridSummaryItem-WColm fMpfiT" data-item="{&quot;dangerousHed&quot;:&quot;The Best Folding Phones&quot;,&quot;index&quot;:9,&quot;contentType&quot;:&quot;venue&quot;,&quot;hotelLink&quot;:&quot;https://www.wired.com/gallery/best-folding-phones/#intcid=_wired-article-bottom-recirc_89d20220-0051-441f-8861-1f47b770913b_text2vec1_fallback_popular4-1&quot;,&quot;layout&quot;:&quot;GridFourColumns&quot;}" role="button" tabindex="0"><div class="SummaryItemAssetContainer-gwhFFH ogpYq summary-item__asset-container"><a class="SummaryItemImageLink-dshqxb cPpCwE summary-item__image-link summary-item-tracking__image-link" href="https://www.wired.com/gallery/best-folding-phones/#intcid=_wired-article-bottom-recirc_89d20220-0051-441f-8861-1f47b770913b_text2vec1_fallback_popular4-1" aria-hidden="true" tabindex="-1" data-component-type="recirc-river" data-recirc-id="item-image-10" data-recirc-pattern="summary-item" target="_self"><span class="SpanWrapper-umhxW kGxnNB responsive-asset SummaryItemResponsiveAsset-hjGIGg gPGLdl summary-item__image"><div data-testid="aspect-ratio-container" class="AspectRatioContainer-bJHpJz gKnDpj"><div class="aspect-ratio--overlay-container"><picture class="ResponsiveImagePicture-cWuUZO dUOtEa SummaryItemResponsiveAsset-hjGIGg gPGLdl summary-item__image responsive-image"><noscript><source media="(max-width: 767px)" srcSet="https://media.wired.com/photos/66db4762549f235aaf153a89/16:9/w_120,h_450,c_limit/undefined 120w, https://media.wired.com/photos/66db4762549f235aaf153a89/16:9/w_240,h_450,c_limit/undefined 240w, https://media.wired.com/photos/66db4762549f235aaf153a89/16:9/w_320,h_450,c_limit/undefined 320w, https://media.wired.com/photos/66db4762549f235aaf153a89/16:9/w_640,h_450,c_limit/undefined 640w" sizes="100vw"/><source media="(min-width: 768px)" srcSet="https://media.wired.com/photos/66db4762549f235aaf153a89/16:9/w_120,h_450,c_limit/undefined 120w, https://media.wired.com/photos/66db4762549f235aaf153a89/16:9/w_240,h_450,c_limit/undefined 240w, https://media.wired.com/photos/66db4762549f235aaf153a89/16:9/w_320,h_450,c_limit/undefined 320w, https://media.wired.com/photos/66db4762549f235aaf153a89/16:9/w_640,h_450,c_limit/undefined 640w" sizes="100vw"/><img alt="The Best Folding Phones" class="ResponsiveImageContainer-eybHBd fptoWY responsive-image__image" src="https://media.wired.com/photos/66db4762549f235aaf153a89/16:9/w_800%2Ch_450%2Cc_limit/undefined"/></noscript></picture></div></div></span></a></div><div class="SummaryItemContent-eiDYMl ePPNpk summary-item__content summary-item__content--no-rubric"><a class="SummaryItemHedLink-civMjp ejgyuy summary-item-tracking__hed-link summary-item__hed-link bottom_recirc-10" data-component-type="recirc-river" data-recirc-id="item-hed-10" data-recirc-pattern="summary-item" href="https://www.wired.com/gallery/best-folding-phones/#intcid=_wired-article-bottom-recirc_89d20220-0051-441f-8861-1f47b770913b_text2vec1_fallback_popular4-1" target="_self"><div data-testid="ClampWrapper" class="ClampWrapper-kZxfkB hTTNGO clamp SummaryItemHedBase-hiFYpQ hoOgAQ summary-item__hed"><div class="ClampContent-hilPkr edMVKv"><div class="SummaryItemHedTag-TWblf gxaOcP" data-testid="SummaryItemHed">The Best Folding Phones</div></div></div></a><div class="BaseWrap-sc-gjQpdd BaseText-ewhhUZ SummaryItemDek-CRfsi iUEiRd ecrdiQ gdwdpa summary-item__dek summary-item__dek--extra-spacing">Ready to move on from the traditional glass slab? Introduce a hinge into your life with our favorite folding smartphones.</div><div class="SummaryItemBylineWrapper-boCfbi hYsZi summary-item__byline-date-icon"><div class="SummaryItemBaseByline-fFbXkY gHgYpX summary-item__byline"><div class="summary-item__byline__content"><div data-testid="BylinesWrapper" class="BylinesWrapper-KIudk cdSbAY bylines"><span class="BylineWrapper-jWHrLH eedAre byline bylines__byline" data-testid="BylineWrapper" itemProp="author" itemType="http://schema.org/Person"><span itemProp="name" class="BylineNamesWrapper-jbHncj fuDQVo"><span data-testid="BylineName" class="BylineName-kwmrLn cYaBcc byline__name">Julian Chokkattu</span></span></span></div></div></div></div></div></div><div class="SummaryItemWrapper-iwvBff rdDmT summary-item summary-item--GALLERY summary-item--no-icon summary-item--text-align-left summary-item--layout-placement-text-below summary-item--layout-position-image-left summary-item--layout-proportions-50-50 summary-item--side-by-side-align-center summary-item--side-by-side-image-right-mobile-false summary-item--standard SummaryCollectionGridSummaryItem-WColm fMpfiT" data-item="{&quot;dangerousHed&quot;:&quot;The Best Barefoot Shoes for Walking or Running&quot;,&quot;index&quot;:10,&quot;contentType&quot;:&quot;venue&quot;,&quot;hotelLink&quot;:&quot;https://www.wired.com/gallery/best-barefoot-shoes/#intcid=_wired-article-bottom-recirc_89d20220-0051-441f-8861-1f47b770913b_text2vec1_fallback_popular4-1&quot;,&quot;layout&quot;:&quot;GridFourColumns&quot;}" role="button" tabindex="0"><div class="SummaryItemAssetContainer-gwhFFH ogpYq summary-item__asset-container"><a class="SummaryItemImageLink-dshqxb cPpCwE summary-item__image-link summary-item-tracking__image-link" href="https://www.wired.com/gallery/best-barefoot-shoes/#intcid=_wired-article-bottom-recirc_89d20220-0051-441f-8861-1f47b770913b_text2vec1_fallback_popular4-1" aria-hidden="true" tabindex="-1" data-component-type="recirc-river" data-recirc-id="item-image-11" data-recirc-pattern="summary-item" target="_self"><span class="SpanWrapper-umhxW kGxnNB responsive-asset SummaryItemResponsiveAsset-hjGIGg gPGLdl summary-item__image"><div data-testid="aspect-ratio-container" class="AspectRatioContainer-bJHpJz gKnDpj"><div class="aspect-ratio--overlay-container"><picture class="ResponsiveImagePicture-cWuUZO dUOtEa SummaryItemResponsiveAsset-hjGIGg gPGLdl summary-item__image responsive-image"><noscript><source media="(max-width: 767px)" srcSet="https://media.wired.com/photos/6629939ea620d99a9e8ea912/16:9/w_120,h_450,c_limit/undefined 120w, https://media.wired.com/photos/6629939ea620d99a9e8ea912/16:9/w_240,h_450,c_limit/undefined 240w, https://media.wired.com/photos/6629939ea620d99a9e8ea912/16:9/w_320,h_450,c_limit/undefined 320w, https://media.wired.com/photos/6629939ea620d99a9e8ea912/16:9/w_640,h_450,c_limit/undefined 640w" sizes="100vw"/><source media="(min-width: 768px)" srcSet="https://media.wired.com/photos/6629939ea620d99a9e8ea912/16:9/w_120,h_450,c_limit/undefined 120w, https://media.wired.com/photos/6629939ea620d99a9e8ea912/16:9/w_240,h_450,c_limit/undefined 240w, https://media.wired.com/photos/6629939ea620d99a9e8ea912/16:9/w_320,h_450,c_limit/undefined 320w, https://media.wired.com/photos/6629939ea620d99a9e8ea912/16:9/w_640,h_450,c_limit/undefined 640w" sizes="100vw"/><img alt="The Best Barefoot Shoes for Walking or Running" class="ResponsiveImageContainer-eybHBd fptoWY responsive-image__image" src="https://media.wired.com/photos/6629939ea620d99a9e8ea912/16:9/w_800%2Ch_450%2Cc_limit/undefined"/></noscript></picture></div></div></span></a></div><div class="SummaryItemContent-eiDYMl ePPNpk summary-item__content summary-item__content--no-rubric"><a class="SummaryItemHedLink-civMjp ejgyuy summary-item-tracking__hed-link summary-item__hed-link bottom_recirc-11" data-component-type="recirc-river" data-recirc-id="item-hed-11" data-recirc-pattern="summary-item" href="https://www.wired.com/gallery/best-barefoot-shoes/#intcid=_wired-article-bottom-recirc_89d20220-0051-441f-8861-1f47b770913b_text2vec1_fallback_popular4-1" target="_self"><div data-testid="ClampWrapper" class="ClampWrapper-kZxfkB hTTNGO clamp SummaryItemHedBase-hiFYpQ hoOgAQ summary-item__hed"><div class="ClampContent-hilPkr edMVKv"><div class="SummaryItemHedTag-TWblf gxaOcP" data-testid="SummaryItemHed">The Best Barefoot Shoes for Walking or Running</div></div></div></a><div class="BaseWrap-sc-gjQpdd BaseText-ewhhUZ SummaryItemDek-CRfsi iUEiRd ecrdiQ gdwdpa summary-item__dek summary-item__dek--extra-spacing">Our favorite zero-drop, minimalist footwear will let you feel the ground beneath your feet.</div><div class="SummaryItemBylineWrapper-boCfbi hYsZi summary-item__byline-date-icon"><div class="SummaryItemBaseByline-fFbXkY gHgYpX summary-item__byline"><div class="summary-item__byline__content"><div data-testid="BylinesWrapper" class="BylinesWrapper-KIudk cdSbAY bylines"><span class="BylineWrapper-jWHrLH eedAre byline bylines__byline" data-testid="BylineWrapper" itemProp="author" itemType="http://schema.org/Person"><span itemProp="name" class="BylineNamesWrapper-jbHncj fuDQVo"><span data-testid="BylineName" class="BylineName-kwmrLn cYaBcc byline__name">Scott Gilbertson</span></span></span></div></div></div></div></div></div><div class="SummaryItemWrapper-iwvBff rdDmT summary-item summary-item--GALLERY summary-item--no-icon summary-item--text-align-left summary-item--layout-placement-text-below summary-item--layout-position-image-left summary-item--layout-proportions-50-50 summary-item--side-by-side-align-center summary-item--side-by-side-image-right-mobile-false summary-item--standard SummaryCollectionGridSummaryItem-WColm fMpfiT" data-item="{&quot;dangerousHed&quot;:&quot;The Best USB-C Cables for Your Phone, Tablet, or Laptop&quot;,&quot;index&quot;:11,&quot;contentType&quot;:&quot;venue&quot;,&quot;hotelLink&quot;:&quot;https://www.wired.com/gallery/best-usb-c-cables/#intcid=_wired-article-bottom-recirc_89d20220-0051-441f-8861-1f47b770913b_text2vec1_fallback_popular4-1&quot;,&quot;layout&quot;:&quot;GridFourColumns&quot;}" role="button" tabindex="0"><div class="SummaryItemAssetContainer-gwhFFH ogpYq summary-item__asset-container"><a class="SummaryItemImageLink-dshqxb cPpCwE summary-item__image-link summary-item-tracking__image-link" href="https://www.wired.com/gallery/best-usb-c-cables/#intcid=_wired-article-bottom-recirc_89d20220-0051-441f-8861-1f47b770913b_text2vec1_fallback_popular4-1" aria-hidden="true" tabindex="-1" data-component-type="recirc-river" data-recirc-id="item-image-12" data-recirc-pattern="summary-item" target="_self"><span class="SpanWrapper-umhxW kGxnNB responsive-asset SummaryItemResponsiveAsset-hjGIGg gPGLdl summary-item__image"><div data-testid="aspect-ratio-container" class="AspectRatioContainer-bJHpJz gKnDpj"><div class="aspect-ratio--overlay-container"><picture class="ResponsiveImagePicture-cWuUZO dUOtEa SummaryItemResponsiveAsset-hjGIGg gPGLdl summary-item__image responsive-image"><noscript><source media="(max-width: 767px)" srcSet="https://media.wired.com/photos/6737b3ac069ec0e1efbb4fca/16:9/w_120,h_450,c_limit/undefined 120w, https://media.wired.com/photos/6737b3ac069ec0e1efbb4fca/16:9/w_240,h_450,c_limit/undefined 240w, https://media.wired.com/photos/6737b3ac069ec0e1efbb4fca/16:9/w_320,h_450,c_limit/undefined 320w, https://media.wired.com/photos/6737b3ac069ec0e1efbb4fca/16:9/w_640,h_450,c_limit/undefined 640w" sizes="100vw"/><source media="(min-width: 768px)" srcSet="https://media.wired.com/photos/6737b3ac069ec0e1efbb4fca/16:9/w_120,h_450,c_limit/undefined 120w, https://media.wired.com/photos/6737b3ac069ec0e1efbb4fca/16:9/w_240,h_450,c_limit/undefined 240w, https://media.wired.com/photos/6737b3ac069ec0e1efbb4fca/16:9/w_320,h_450,c_limit/undefined 320w, https://media.wired.com/photos/6737b3ac069ec0e1efbb4fca/16:9/w_640,h_450,c_limit/undefined 640w" sizes="100vw"/><img alt="The Best USB-C Cables for Your Phone, Tablet, or Laptop" class="ResponsiveImageContainer-eybHBd fptoWY responsive-image__image" src="https://media.wired.com/photos/6737b3ac069ec0e1efbb4fca/16:9/w_800%2Ch_450%2Cc_limit/undefined"/></noscript></picture></div></div></span></a></div><div class="SummaryItemContent-eiDYMl ePPNpk summary-item__content summary-item__content--no-rubric"><a class="SummaryItemHedLink-civMjp ejgyuy summary-item-tracking__hed-link summary-item__hed-link bottom_recirc-12" data-component-type="recirc-river" data-recirc-id="item-hed-12" data-recirc-pattern="summary-item" href="https://www.wired.com/gallery/best-usb-c-cables/#intcid=_wired-article-bottom-recirc_89d20220-0051-441f-8861-1f47b770913b_text2vec1_fallback_popular4-1" target="_self"><div data-testid="ClampWrapper" class="ClampWrapper-kZxfkB hTTNGO clamp SummaryItemHedBase-hiFYpQ hoOgAQ summary-item__hed"><div class="ClampContent-hilPkr edMVKv"><div class="SummaryItemHedTag-TWblf gxaOcP" data-testid="SummaryItemHed">The Best USB-C Cables for Your Phone, Tablet, or Laptop</div></div></div></a><div class="BaseWrap-sc-gjQpdd BaseText-ewhhUZ SummaryItemDek-CRfsi iUEiRd ecrdiQ gdwdpa summary-item__dek summary-item__dek--extra-spacing">Unravel the tangled world of cords and find the ones you need to charge your gadgets and transfer data.</div><div class="SummaryItemBylineWrapper-boCfbi hYsZi summary-item__byline-date-icon"><div class="SummaryItemBaseByline-fFbXkY gHgYpX summary-item__byline"><div class="summary-item__byline__content"><div data-testid="BylinesWrapper" class="BylinesWrapper-KIudk cdSbAY bylines"><span class="BylineWrapper-jWHrLH eedAre byline bylines__byline" data-testid="BylineWrapper" itemProp="author" itemType="http://schema.org/Person"><span itemProp="name" class="BylineNamesWrapper-jbHncj fuDQVo"><span data-testid="BylineName" class="BylineName-kwmrLn cYaBcc byline__name">Simon Hill</span></span></span></div></div></div></div></div></div></div><div class="SummaryCollectionGridToActionWrapper-gnReGN eGayfk"></div></div></div></div></div></div><div data-testid="RowWrapper" class="BaseWrap-sc-gjQpdd RowWrapper-UmqTg iUEiRd HEhan"><div class="TaboolaWrapper-hMVdpE iYfBhy"><div class="TaboolaWidgetWrapper-egPIjc hkSrgt TaboolaWidget-eUSdED hQCCRa" data-testid="TaboolaWidgetWrapper"><div class="TaboolaWidgetContent-iBEQTO eXroXG TABOOLA" id="taboola-below-article-thumbnails" data-testid="TaboolaWidgetContent"></div></div></div></div><div data-testid="RowWrapper" class="BaseWrap-sc-gjQpdd RowWrapper-UmqTg iUEiRd HEhan"><div class="AdWrapper-dQtivb fZrssQ ad ad--footer should-hold-space"><div class="ad__slot ad__slot--footer" data-node-id="9jo5k"></div></div></div></div></div></main><div class="BasePageMainFooterFiller-hTlZph jSriYf 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paying attention.","head.promo.dek":"A new wave of startups is trying to optimize meetings, from automated scheduling tools to facial recognition that measures who’s paying attention.","head.social.opinion":"false","head.jsonld":[{"@context":"http:\u002F\u002Fschema.org","@type":"NewsArticle","articleBody":"Green and I had been chatting on Headroom, a new video conferencing platform he and cofounder Andrew Rabinovich launched this fall. The glitch, they assured me, was not caused by their software, but by Green’s Wi-Fi connection. “I think the rest of my street is on homeschool,” he said, a problem that Headroom was not built to solve. It was built instead for other issues: the tedium of taking notes, the coworkers who drone on and on, and the difficulty in keeping everyone engaged. As we spoke, software tapped out a real-time transcription in a window next to our faces. It kept a running tally of how many words each person had said (Rabinovich dominated). Once our meeting was over, Headroom’s software would synthesize the concepts from the transcript; identify key topics, dates, ideas, and action items; and, finally, spit out a record that could be searched at a later time. It would even try to measure how much each participant was paying attention.\nMeetings have become the necessary evil of the modern workplace, spanning an elaborate taxonomy: daily stand-ups, sit-downs, all-hands, one-on-ones, brown-bags, status checks, brainstorms, debriefs, design reviews. But as time spent in these corporate conclaves goes up, work seems to suffer. Researchers have found that meetings correlate with a decline in workplace happiness, productivity, and even company market share. And in a year when so many office interactions have gone digital, the usual tedium of meeting culture is compounded by the fits and starts of teleconferencing.\nRecently, a new wave of startups has emerged to optimize those meetings with, what else, technology. Macro (“give your meeting superpowers”) makes a collaborative interface for Zoom. Mmhmm offers interactive backgrounds and slide-share tools for presenters. Fireflies, an AI transcription tool, integrates with popular video conferencing platforms to create a searchable record of each meeting. And Sidekick (“make your remote team feel close again”) sells a dedicated tablet for video calls.\nThe idea behind Headroom, which was conceived pre-pandemic, is to improve on both the in-person and virtual problems with meetings, using AI. (Rabinovich used to head AI at Magic Leap.) The use of video conferencing was already on the rise before 2020; this year it exploded, and Green and Rabinovich are betting that the format is here to stay as more companies grow accustomed to having remote employees. Over the last nine months, though, many people have learned firsthand that virtual meetings bring new challenges, like interpreting body language from other people on-screen or figuring out if anyone is actually listening.\n“One of the hard things in a videoconference is when someone is speaking and I want to tell them that I like it,” says Green. In person, he says, “you might head nod or make a small aha.” But on a video chat, the speaker might not see if they’re presenting slides, or if the meeting is crowded with too many squares, or if everyone who’s making verbal cues is on mute. “You can't tell if it's crickets or if people are loving it.”\nHeadroom aims to tackle the social distance of virtual meetings in a few ways. First, it uses computer vision to translate approving gestures into digital icons, amplifying each thumbs up or head nod with little emojis that the speaker can see. Those emojis also get added to the official transcript, which is automatically generated by software to spare someone the task of taking notes. Green and Rabinovich say this type of monitoring is made clear to all participants at the start of every meeting, and teams can opt out of features if they choose.\nMore uniquely, Headroom’s software uses emotion recognition to take the temperature of the room periodically, and to gauge how much attention participants are paying to whoever’s speaking. Those metrics are displayed in a window on-screen, designed mostly to give the speaker real-time feedback that can sometimes disappear in the virtual context. “If five minutes ago everyone was super into what I'm saying and now they're not, maybe I should think about shutting up,” says Green.\nEmotion recognition is still a nascent field of AI. “The goal is to basically try to map the facial expressions as captured by facial landmarks: the rise of the eyebrow, the shape of the mouth, the opening of the pupils,” says Rabinovich. Each of these facial movements can be represented as data, which in theory can then be translated into an emotion: happy, sad, bored, confused. In practice, the process is rarely so straightforward. Emotion recognition software has a history of mislabeling people of color; one program, used by airport security, overestimated how often Black men showed negative emotions, like “anger.” Affective computing also fails to take cultural cues into context, like whether someone is averting their eyes out of respect, shame, or shyness.\nFor Headroom’s purposes, Rabinovich argues that these inaccuracies aren’t as important. “We care less if you're happy or super happy, so long that we're able to tell if you're involved,” says Rabinovich. But Alice Xiang, the head of fairness, transparency, and accountability research at the Partnership on AI, says even basic facial recognition still has problems—like failing to detect when Asian individuals have their eyes open—because they are often trained on white faces. “If you have smaller eyes, or hooded eyes, it might be the case that the facial recognition concludes you are constantly looking down or closing your eyes when you’re not,” says Xiang. These sorts of disparities can have real-world consequences as facial recognition software gains more widespread use in the workplace. Headroom is not the first to bring such software into the office. HireVue, a recruiting technology firm, recently introduced an emotion recognition software that suggests a job candidate's \"employability,\" based on factors like facial movements and speaking voice.\nConstance Hadley, a researcher at Boston University's Questrom School of Business, says that gathering data on people’s behavior during meetings can reveal what is and isn’t working within that setup, which could be useful for employers and employees alike. But when people know their behavior is being monitored, it can change how they act in unintended ways. “If the monitoring is used to understand patterns as they exist, that’s great,” says Hadley. “But if it’s used to incentivize certain types of behavior, then it can end up triggering dysfunctional behavior.” In Hadley’s classes, when students know that 25 percent of the grade is participation, students raise their hands more often, but they don’t necessarily say more interesting things. When Green and Rabinovich demonstrated their software to me, I found myself raising my eyebrows, widening my eyes, and grinning maniacally to change my levels of perceived emotion.\nIn Hadley’s estimation, when meetings are conducted is just as important as how. Poorly scheduled meetings can rob workers of the time to do their own tasks, and a deluge of meetings can make people feel like they’re wasting time while drowning in work. Naturally, there are software solutions to this, too. Clockwise, an AI time management platform launched in 2019, uses an algorithm to optimize the timing of meetings. “Time has become a shared asset inside a company, not a personal asset,” says Matt Martin, the founder of Clockwise. “People are balancing all these different threads of communication, the velocity has gone up, the demands of collaboration are more intense. And yet, the core of all of that, there’s not a tool for anyone to express, ‘This is the time I need to actually get my work done. Do not distract me!’”\nClockwise syncs with someone’s Google calendar to analyze how they’re spending their time, and how they could do so more optimally. The software adds protective time blocks based on an individual’s stated preferences. It might reserve a chunk of “do not disturb” time for getting work done in the afternoons. (It also automatically blocks off time for lunch. “As silly as that sounds, it makes a big difference,” says Martin.) And by analyzing multiple calendars within the same workforce or team, the software can automatically move meetings like a “team sync” or a “weekly 1x1” into time slots that work for everyone. The software optimizes for creating more uninterrupted blocks of time, when workers can get into “deep work” without distraction.\nClockwise, which launched in 2019, just closed an $18 million funding round and says it’s gaining traction in Silicon Valley. So far, it has 200,000 users, most of whom work for companies like Uber, Netflix, and Twitter; about half of its users are engineers. Headroom is similarly courting clients in the tech industry, where Green and Rabinovich feel they best understand the problems with meetings. But it’s not hard to imagine similar software creeping beyond the Silicon Valley bubble. Green, who has school-age children, has been exasperated by parts of their remote learning experience. There are two dozen students in their classes, and the teacher can’t see all of them at once. “If the teacher is presenting slides, they actually can see none of them,” he says. “They don't even see if the kids have their hands up to ask a question.”\nIndeed, the pains of teleconferencing aren’t limited to offices. As more and more interaction is mediated by screens, more software tools will surely try to optimize the experience. Other problems, like laggy Wi-Fi, will be someone else’s to solve.\n\nMore Great WIRED Stories\n\n📩 Want the latest on tech, science, and more? Sign up for our newsletters!\nOne man’s search for the DNA data that could save his life\nWish List: Gift ideas for your social bubble and beyond\nThe “dead zone” could help this car take on Tesla\nThe vulnerable can wait. Vaccinate the super-spreaders first\n7 simple tech tips to keep your family safe this holiday\n🎮 WIRED Games: Get the latest tips, reviews, and more\n🏃🏽‍♀️ Want the best tools to get healthy? Check out our Gear team’s picks for the best fitness trackers, running gear (including shoes and socks), and best headphones","isBasedOn":"https:\u002F\u002Fwww.wired.com\u002Fstory\u002Fai-can-run-work-meetings-now-headroom-clockwise\u002F","articleSection":"business","author":[{"@type":"Person","name":"Arielle Pardes","sameAs":"https:\u002F\u002Fwww.wired.com\u002Fauthor\u002Farielle-pardes\u002F"}],"dateModified":"2020-11-24T13:43:20.648-05:00","datePublished":"2020-11-24T13:43:20.648-05:00","headline":"AI Can Run Your Work Meetings Now","image":["https:\u002F\u002Fmedia.wired.com\u002Fphotos\u002F5fb86ad41dc55b7ec707231d\u002F16:9\u002Fw_1920,h_1080,c_limit\u002Fbusiness-ai-workplace-optimization-edit-2.jpg","https:\u002F\u002Fmedia.wired.com\u002Fphotos\u002F5fb86ad41dc55b7ec707231d\u002F4:3\u002Fw_1440,h_1080,c_limit\u002Fbusiness-ai-workplace-optimization-edit-2.jpg","https:\u002F\u002Fmedia.wired.com\u002Fphotos\u002F5fb86ad41dc55b7ec707231d\u002F1:1\u002Fw_1079,h_1079,c_limit\u002Fbusiness-ai-workplace-optimization-edit-2.jpg"],"keywords":["business","startups","ai hub","ethics","face recognition","human-computer interaction","personal assistant","personal services","prediction","text analysis","text generation","big company","small company","startup","it","speech","text","video","machine learning","machine vision","natural language processing","artificial intelligence","software","office","work","web"],"thumbnailUrl":"https:\u002F\u002Fmedia.wired.com\u002Fphotos\u002F5fb86ad41dc55b7ec707231d\u002F1:1\u002Fw_1079,h_1079,c_limit\u002Fbusiness-ai-workplace-optimization-edit-2.jpg","url":"https:\u002F\u002Fwww.wired.com\u002Fstory\u002Fai-can-run-work-meetings-now-headroom-clockwise\u002F","isPartOf":{"@type":"CreativeWork","name":"WIRED"},"isAccessibleForFree":true,"alternativeHeadline":"A new wave of startups is trying to optimize meetings, from automated scheduling tools to facial recognition that measures who’s paying attention.","description":"A new wave of startups is trying to optimize meetings, from automated scheduling tools to facial recognition that measures who’s paying attention.","mainEntityOfPage":{"@type":"WebPage","@id":"https:\u002F\u002Fwww.wired.com\u002Fstory\u002Fai-can-run-work-meetings-now-headroom-clockwise\u002F"},"publisher":{"@context":"https:\u002F\u002Fschema.org","@type":"Organization","name":"WIRED","logo":{"@type":"ImageObject","url":"https:\u002F\u002Fwww.wired.com\u002Fverso\u002Fstatic\u002Fwired-us\u002Fassets\u002Fnewsletter-signup-hub.jpg","width":"500px","height":"100px"},"url":"https:\u002F\u002Fwww.wired.com"}},{"@context":"https:\u002F\u002Fschema.org\u002F","@type":"BreadcrumbList","itemListElement":[{"@type":"ListItem","position":1,"name":"Business","item":"https:\u002F\u002Fwww.wired.com\u002Fbusiness\u002F"},{"@type":"ListItem","position":2,"name":"artificial intelligence","item":"https:\u002F\u002Fwww.wired.com\u002Ftag\u002Fartificial-intelligence\u002F"},{"@type":"ListItem","position":3,"name":"AI Can Run Your Work Meetings Now"}]}],"head.contentID":"5fb6b3b2d5373e2a748625f7","head.pageType":"article","head.photos":{"image-16-9":"https:\u002F\u002Fmedia.wired.com\u002Fphotos\u002F5fb86ad41dc55b7ec707231d\u002F16:9\u002Fw_1000,c_limit\u002Fbusiness-ai-workplace-optimization-edit-2.jpg","image-1-1":"https:\u002F\u002Fmedia.wired.com\u002Fphotos\u002F5fb86ad41dc55b7ec707231d\u002F1:1\u002Fw_1000,c_limit\u002Fbusiness-ai-workplace-optimization-edit-2.jpg"},"head.firstPublishDate":"2020-11-24T18:43:20.648Z","head.primaryTagsRoot":"tags","head.hasSponsoredContent":false,"head.modifiedDate":"2020-11-24T18:43:20.648Z","head.noIndex":false,"linkBannerData":{"bannerType":"marquee","dek":"","hed":"","image":{},"links":[],"tracking":{"trackingIdentifier":"","attributes":{}}},"linkBannerId":[],"navigation":{"aboutText":"WIRED is where tomorrow is realized. 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The pixels of his face rearranged themselves. A sentence came out as hiccups. Then he sputtered, froze, and ghosted."],["p",{"class":"paywall"},"Green and I had been chatting on ",["a",{"href":"https:\u002F\u002Fwww.goheadroom.com\u002F","rel":"nofollow noopener","attributes":{"data-offer-url":"https:\u002F\u002Fwww.goheadroom.com\u002F"},"isExternal":true},"Headroom"],", a new ",["a",{"href":"https:\u002F\u002Fwww.wired.com\u002Fstory\u002Fhow-to-make-video-calls-look-and-sound-better\u002F","isExternal":false},"video conferencing"]," platform he and cofounder Andrew Rabinovich launched this fall. The glitch, they assured me, was not caused by their software, but by Green’s Wi-Fi connection. “I think the rest of my street is on homeschool,” he said, a problem that Headroom was not built to solve. It was built instead for other issues: the tedium of taking notes, the coworkers who drone on and on, and the difficulty in keeping everyone engaged. As we spoke, software tapped out a real-time transcription in a window next to our faces. It kept a running tally of how many words each person had said (Rabinovich dominated). Once our meeting was over, Headroom’s software would synthesize the concepts from the transcript; identify key topics, dates, ideas, and action items; and, finally, spit out a record that could be searched at a later time. It would even try to measure how much each participant was paying attention."],["inline-newsletter",{"newsletterType":"slim-newsletter","newsletters":[]}],["journey-inline-newsletter",{"newsletterType":"slim-newsletter","newsletters":[]}],["p",{"class":"paywall"},"Meetings have become the necessary evil of the modern workplace, spanning an elaborate taxonomy: daily stand-ups, sit-downs, all-hands, one-on-ones, brown-bags, status checks, brainstorms, debriefs, design reviews. But as time spent in these corporate conclaves goes up, work seems to suffer. ",["a",{"href":"https:\u002F\u002Fhbr.org\u002F2017\u002F07\u002Fstop-the-meeting-madness","rel":"nofollow noopener","attributes":{"data-offer-url":"https:\u002F\u002Fhbr.org\u002F2017\u002F07\u002Fstop-the-meeting-madness"},"isExternal":true},"Researchers"]," have found that meetings correlate with a decline in workplace happiness, productivity, and even company market share. And in a year when so many office interactions have ",["a",{"href":"https:\u002F\u002Fwww.wired.com\u002Fstory\u002Fsilicon-valley-rethinks-home-office-twitter-slack\u002F","isExternal":false},"gone digital"],", the usual tedium of meeting culture is compounded by the fits and starts of teleconferencing."],["inline-embed",{"type":"cneinterlude","props":{"brand":"wired","embeddedVideos":[],"hasExcludedEmbed":false,"playerBase":"https:\u002F\u002Fplayer.cnevids.com","isTitleBelowVideo":true,"isTitleLeftAligned":true,"isRailEligible":false,"isRightRail":false,"relatedVideo":{"showRelatedVideo":true,"brand":"wired","related":{"id":"5fb582b380c372e180a889a2","animationClip":{"highResUrl":"https:\u002F\u002Fdcdcsl55x0411.cloudfront.net\u002F5fb5399a42b5f0647f13d33c\u002Fanimation.mp4","lowResUrl":"https:\u002F\u002Fdcdcsl55x0411.cloudfront.net\u002F5fb5399a42b5f0647f13d33c\u002Fanimation-low.mp4"},"categories":["Technology"],"cneId":"5fb5399a42b5f0647f13d33c","hed":"Understanding Algorithms With Sinead Bovell","metadata":{"contentType":"cnevideo"},"scriptEmbedUrl":"\u002F\u002Fplayer.cnevids.com\u002Fscript\u002Fvideo\u002F5fb5399a42b5f0647f13d33c.js","title":"Understanding Algorithms With Sinead Bovell","url":"https:\u002F\u002Fwww.wired.com\u002Fvideo\u002Fwatch\u002Funderstanding-algorithms","photos":{"cnevideo":[{"url":"http:\u002F\u002Fdwgyu36up6iuz.cloudfront.net\u002Fheru80fdn\u002Fimage\u002Fupload\u002Fc_fill,d_placeholder_image.jpg,fl_progressive,g_center,h_360,q_80,w_640\u002Fv1605727924\u002Fwired_understanding-algorithms.jpg"}]},"modelName":"cnevideo","meta":{"modelName":"cnevideo"}},"pageSize":12}}}],["p",{"class":"paywall"},"Recently, a new wave of startups has emerged to optimize those meetings with, what else, technology. ",["a",{"href":"https:\u002F\u002Fwww.macro.io\u002F","rel":"nofollow noopener","attributes":{"data-offer-url":"https:\u002F\u002Fwww.macro.io\u002F"},"isExternal":true},"Macro"]," (“give your meeting superpowers”) makes a collaborative interface for Zoom. ",["a",{"href":"https:\u002F\u002Fwww.mmhmm.app\u002F","rel":"nofollow noopener","attributes":{"data-offer-url":"https:\u002F\u002Fwww.mmhmm.app\u002F"},"isExternal":true},"Mmhmm"]," offers interactive backgrounds and slide-share tools for presenters. ",["a",{"href":"https:\u002F\u002Ffireflies.ai\u002F","rel":"nofollow noopener","attributes":{"data-offer-url":"https:\u002F\u002Ffireflies.ai\u002F"},"isExternal":true},"Fireflies"],", an AI transcription tool, integrates with popular video conferencing platforms to create a searchable record of each meeting. And ",["a",{"href":"https:\u002F\u002Fsidekick.video\u002F#","rel":"nofollow noopener","attributes":{"data-offer-url":"https:\u002F\u002Fsidekick.video\u002F#"},"isExternal":true},"Sidekick"]," (“make your remote team feel close again”) sells a dedicated tablet for video calls."],["p",{"class":"paywall"},"The idea behind Headroom, which was conceived pre-pandemic, is to improve on both the in-person and virtual problems with meetings, using AI. (Rabinovich used to head AI at Magic Leap.) The use of video conferencing was already on the rise before 2020; this year it exploded, and Green and Rabinovich are betting that the format is here to stay as more companies ",["a",{"href":"https:\u002F\u002Fwww.wired.com\u002Fstory\u002Fhybrid-workforce-tech-companies-future\u002F","isExternal":false},"grow accustomed"]," to having remote employees. Over the last nine months, though, many people have learned firsthand that virtual meetings bring new challenges, like interpreting body language from other people on-screen or figuring out if anyone is actually listening."],["cm-unit"],["p",{"class":"paywall"},"“One of the hard things in a videoconference is when someone is speaking and I want to tell them that I like it,” says Green. In person, he says, “you might head nod or make a small ",["em","aha"],".” But on a video chat, the speaker might not see if they’re presenting slides, or if the meeting is crowded with too many squares, or if everyone who’s making verbal cues is on mute. “You can't tell if it's crickets or if people are loving it.”"],["ad",{"position":"mid-content"}],["p",{"class":"paywall"},"Headroom aims to tackle the social distance of virtual meetings in a few ways. First, it uses computer vision to translate approving gestures into digital icons, amplifying each thumbs up or head nod with little emojis that the speaker can see. Those emojis also get added to the official transcript, which is automatically generated by software to spare someone the task of taking notes. Green and Rabinovich say this type of monitoring is made clear to all participants at the start of every meeting, and teams can opt out of features if they choose."],["native-ad",{"position":"in-content","shouldDisplayLabel":true}],["p",{"class":"paywall"},"More uniquely, Headroom’s software uses emotion recognition to take the temperature of the room periodically, and to gauge how much attention participants are paying to whoever’s speaking. Those metrics are displayed in a window on-screen, designed mostly to give the speaker real-time feedback that can sometimes disappear in the virtual context. “If five minutes ago everyone was super into what I'm saying and now they're not, maybe I should think about shutting up,” says Green."],["p",{"class":"paywall"},"Emotion recognition is still a nascent field of AI. “The goal is to basically try to map the facial expressions as captured by facial landmarks: the rise of the eyebrow, the shape of the mouth, the opening of the pupils,” says Rabinovich. Each of these facial movements can be represented as data, which in theory can then be translated into an emotion: happy, sad, bored, confused. In practice, the process is rarely so straightforward. Emotion recognition software has a history of mislabeling people of color; ",["a",{"href":"https:\u002F\u002Fwww.theguardian.com\u002Ftechnology\u002F2019\u002Fmar\u002F06\u002Ffacial-recognition-software-emotional-science","rel":"nofollow noopener","attributes":{"data-offer-url":"https:\u002F\u002Fwww.theguardian.com\u002Ftechnology\u002F2019\u002Fmar\u002F06\u002Ffacial-recognition-software-emotional-science"},"isExternal":true},"one program"],", used by airport security, overestimated how often Black men showed negative emotions, like “anger.” Affective computing also fails to take cultural cues into context, like whether someone is averting their eyes out of respect, shame, or shyness."],["inline-embed",{"props":{"name":"inset-left","attrs":{},"childTypes":["callout:sidebar"]},"ref":"","type":"callout:inset-left"},["inline-embed",{"props":{"name":"sidebar","attrs":{},"childTypes":["image"]},"ref":"","type":"callout:sidebar"},["div",{"class":"paywall 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you're happy or super happy, so long that we're able to tell if you're involved,” says Rabinovich. But Alice Xiang, the head of fairness, transparency, and accountability research at the Partnership on AI, says even basic facial recognition still has problems—like ",["a",{"href":"https:\u002F\u002Fqz.com\u002F857122\u002Fan-algorithm-rejected-an-asian-mans-passport-photo-for-having-closed-eyes\u002F","rel":"nofollow noopener","attributes":{"data-offer-url":"https:\u002F\u002Fqz.com\u002F857122\u002Fan-algorithm-rejected-an-asian-mans-passport-photo-for-having-closed-eyes\u002F"},"isExternal":true},"failing to detect"]," when Asian individuals have their eyes open—because they are often trained on white faces. “If you have smaller eyes, or hooded eyes, it might be the case that the facial recognition concludes you are constantly looking down or closing your eyes when you’re not,” says Xiang. These sorts of disparities can have real-world consequences as facial recognition software gains more widespread use in the workplace. Headroom is not the first to bring such software into the office. HireVue, a recruiting technology firm, recently introduced an emotion recognition software that suggests a job candidate's \"",["a",{"href":"https:\u002F\u002Fwww.washingtonpost.com\u002Ftechnology\u002F2019\u002F10\u002F22\u002Fai-hiring-face-scanning-algorithm-increasingly-decides-whether-you-deserve-job\u002F","rel":"nofollow noopener","attributes":{"data-offer-url":"https:\u002F\u002Fwww.washingtonpost.com\u002Ftechnology\u002F2019\u002F10\u002F22\u002Fai-hiring-face-scanning-algorithm-increasingly-decides-whether-you-deserve-job\u002F"},"isExternal":true},"employability"],",\" based on factors like facial movements and speaking voice."],["p",{"class":"paywall"},"Constance Hadley, a researcher at Boston University's Questrom School of Business, says that gathering data on people’s behavior during meetings can reveal what is and isn’t working within that setup, which could be useful for employers and employees alike. But when people know their behavior is being monitored, it can change how they act in unintended ways. “If the monitoring is used to understand patterns as they exist, that’s great,” says Hadley. “But if it’s used to incentivize certain types of behavior, then it can end up triggering dysfunctional behavior.” In Hadley’s classes, when students know that 25 percent of the grade is participation, students raise their hands more often, but they don’t necessarily say more interesting things. When Green and Rabinovich demonstrated their software to me, I found myself raising my eyebrows, widening my eyes, and grinning maniacally to change my levels of perceived emotion."],["ad",{"position":"mid-content"}],["p",{"class":"paywall"},"In Hadley’s estimation, ",["em","when"]," meetings are conducted is just as important as ",["em","how."]," Poorly scheduled meetings can rob workers of the time to do their own tasks, and a deluge of meetings can make people feel like they’re wasting time while drowning in work. Naturally, there are software solutions to this, too. ",["a",{"href":"https:\u002F\u002Fwww.getclockwise.com\u002F","rel":"nofollow noopener","attributes":{"data-offer-url":"https:\u002F\u002Fwww.getclockwise.com\u002F"},"isExternal":true},"Clockwise"],", an AI time management platform launched in 2019, uses an algorithm to optimize the timing of meetings. “Time has become a shared asset inside a company, not a personal asset,” says Matt Martin, the founder of Clockwise. “People are balancing all these different threads of communication, the velocity has gone up, the demands of collaboration are more intense. And yet, the core of all of that, there’s not a tool for anyone to express, ‘This is the time I need to actually get my work done. Do not distract me!’”"],["p",{"class":"paywall"},"Clockwise syncs with someone’s Google calendar to analyze how they’re spending their time, and how they could do so more optimally. The software adds protective time blocks based on an individual’s stated preferences. It might reserve a chunk of “do not disturb” time for getting work done in the afternoons. (It also automatically blocks off time for lunch. “As silly as that sounds, it makes a big difference,” says Martin.) And by analyzing multiple calendars within the same workforce or team, the software can automatically move meetings like a “team sync” or a “weekly 1x1” into time slots that work for everyone. The software optimizes for creating more uninterrupted blocks of time, when workers can get into “deep work” without distraction."],["p",{"class":"paywall"},"Clockwise, which launched in 2019, just closed an $18 million funding round and says it’s gaining traction in Silicon Valley. So far, it has 200,000 users, most of whom work for companies like Uber, Netflix, and Twitter; about half of its users are engineers. Headroom is similarly courting clients in the tech industry, where Green and Rabinovich feel they best understand the problems with meetings. But it’s not hard to imagine similar software creeping beyond the Silicon Valley bubble. Green, who has school-age children, has been exasperated by parts of their remote learning experience. There are two dozen students in their classes, and the teacher can’t see all of them at once. “If the teacher is presenting slides, they actually can see ",["em","none"]," of them,” he says. “They don't even see if the kids have their hands up to ask a question.”"],["p",{"class":"paywall"},"Indeed, the pains of teleconferencing aren’t limited to offices. As more and more interaction is mediated by screens, more software tools will surely try to optimize the experience. Other problems, like laggy Wi-Fi, will be someone else’s to solve."],["hr",{"class":"paywall"}],["div",{"class":"paywall heading-h3","role":"heading","aria-level":"3"},"More Great WIRED Stories"],["ul",{"class":"paywall"},["li","📩 Want the latest on tech, science, and more? 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",["a",{"href":"https:\u002F\u002Fwww.wired.com\u002Fstory\u002Fcovid-19-vaccine-super-spreaders\u002F?itm_campaign=BottomRelatedStories_Sections_1&itm_content=footer-recirc","isExternal":false},"Vaccinate the super-spreaders first"]],["li","7 simple tech tips to ",["a",{"href":"https:\u002F\u002Fwww.wired.com\u002Fstory\u002F7-security-tips-family-holiday-tech-support\u002F?itm_campaign=BottomRelatedStories_Sections_1&itm_content=footer-recirc","isExternal":false},"keep your family safe this holiday"]],["li","🎮 WIRED Games: Get the latest ",["a",{"href":"https:\u002F\u002Fwww.wired.com\u002Ftag\u002Fvideo-games\u002F?itm_campaign=BottomRelatedStories_Sections_1&itm_content=footer-recirc","isExternal":false},"tips, reviews, and more"]],["li","🏃🏽‍♀️ Want the best tools to get healthy? 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